{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "37266\n"
     ]
    }
   ],
   "source": [
    "tweets_data_path = 'E:\\\\Desktop2\\\\tweets.txt'\n",
    "\n",
    "tweets_data = []\n",
    "tweets_file = open(tweets_data_path, \"r\")\n",
    "for line in tweets_file:\n",
    "    try:\n",
    "        tweet = json.loads(line)\n",
    "        tweets_data.append(tweet[\"text\"])\n",
    "    except:\n",
    "        continue\n",
    "print(len(tweets_data))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'RT @LizCrokin: Hillary Clinton is going to jail. That’s all. \\n\\n#QAnon #wwg1wga #thegreatawakening #greatawakening #pizzagate #Pedogate \\nhtt…'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets_data[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import io\n",
    "file2write=open(\"E:\\\\Desktop2\\\\tweetonly.txt\",'w',encoding=\"utf-8\")\n",
    "#file2write.write(str(tweets_data))\n",
    "#file2write.close()\n",
    "for i in range(len(tweets_data)):\n",
    "    file2write.write(str(tweets_data[i]))\n",
    "file2write.close()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "\n",
    "def clean_tweet(tweet):\n",
    "   \n",
    "   \n",
    "    return ' '.join(re.sub(\"(@[A-Za-z0-9]+)|([^0-9A-Za-z \\t])|(\\w+:\\/\\/\\S+)\", \" \", tweet).split())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "c=[]\n",
    "for i in range(len(tweets_data)):\n",
    "    c.append(clean_tweet(tweets_data[i].lower()))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "file3=open(\"E:\\\\Desktop2\\\\cleaned_tweets.csv\",'w')\n",
    "for i in range(len(c)):\n",
    "    file3.write(str(c[i])+\"\\n\")\n",
    "file3.close()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import codecs\n",
    "from sklearn import feature_extraction\n",
    "import mpld3\n",
    "import nltk\n",
    "#nltk.download('stopwords')\n",
    "from nltk.tokenize import word_tokenize\n",
    "#nltk.download('punkt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "stop_words = nltk.corpus.stopwords.words('english')\n",
    "token=[]\n",
    "for i in range(len(c)):\n",
    "   word_tokens = word_tokenize(c[i])\n",
    "   #filtered_sentence = [w for w in word_tokens if not w in stop_words]\n",
    "   #print(word_tokens)\n",
    "   token.append(word_tokens)\n",
    "   #To tokenize each tweet\n",
    "#print(token[0])\n",
    "stop_words.append('rt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['russia', 'listening', 'hope', 'able', 'find', 'emails', 'missing', 'going', 'prison', 'traito']\n"
     ]
    }
   ],
   "source": [
    "filtered=[]\n",
    "#print(len(token))\n",
    "for i in range(len(token)):\n",
    "    filtered_sentence = [w for w in token[i] if not w in stop_words]\n",
    "    #final= [w for w in token_words if len(w)>3]\n",
    "\n",
    "    filtered.append(filtered_sentence)\n",
    "fin=[]\n",
    "#print(shortword.sub('', text))\n",
    "for i in range(len(filtered)):\n",
    "    final= [w for w in filtered[i] if len(w)>3]\n",
    "    fin.append(final)\n",
    "#print(filtered[1])\n",
    "print(fin[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "word2vec model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "from gensim.models import Word2Vec\n",
    "from gensim.models import word2vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Word2Vec(vocab=4105, size=200, alpha=0.025)\n"
     ]
    }
   ],
   "source": [
    "model = Word2Vec(fin, min_count=3,size=200,      # Dimensionality of word embeddings\n",
    "                 workers=10,     # Number of processors (parallelisation)\n",
    "                 window=6,      # Context window for words during training\n",
    "                 iter=30)\n",
    "print(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['hillary', 'clinton', 'going', 'jail', 'qanon', 'wwg1wga', 'thegreatawakening', 'greatawakening', 'pizzagate', 'pedogate', 'russia', 'listening', 'hope', 'able', 'find', 'emails', 'missing', 'prison', 'traito', 'expecting', 'trump', 'tower', 'meeting', 'blocked', 'tweeted', 'democrats', 'colluded', 'russians', '2016', 'election', '2018', 'losses', 'pile', 'bernie', 'sanders', 'wing', 'democratic', 'party', 'evidence', 'whatsoever', 'donald', 'campaign', 'involved', 'kind', 'collusion', 'history', 'sure', 'bringing', 'flame', 'turns', 'happened', 'turned', 'phone', 'morning', 'first', 'thing', 'citing', 'story', 'identified', 'republican', 'districts', 'defeated', 'general', 'prime', 'media', 'bias', 'socialist', 'wins', 'consistently', 'attributed', '76yo', 'white', 'future', 'spent', 'nearly', 'days', 'president', 'property', 'golf', 'guys', 'watching', 'latest', 'insane', 'rigging', 'daily', 'ledger', 'really', 'people', 'indicted', 'pled', 'quilts', 'intelligence', 'says', 'stood', 'right', 'said', 'waiting', 'important', 'certainly', 'know', 'wikileaks', 'source', 'muel', 'years', 'never', 'anywhere', 'outside', 'vermont', 'socialists', 'makes', 'sense', 'elected', 'putin', 'wanted', 'watch', 'nazi', 'point', 'platform', 'reads', 'like', 'something', 'written', 'elizabeth', 'warren', 'video', 'surfaces', 'showing', 'agrees', 'bought', 'paid', 'rich', 'manager', 'russian', 'emissary', 'told', 'part', 'secret', 'kremlin', 'sterlite', 'agitation', 'elis', 'naxalite', 'rogues', 'city', 'sewer', 'flowing', 'mouths', 'entered', 'free', 'everything', 'program', 'cost', 'stunning', 'amount', 'money', 'according', 'left', 'full', 'teeth', 'love', 'country', 'value', 'freedom', 'want', 'slowwalker', 'coming', 'folks', 'talking', 'past', 'year', 'foreshadowing', 'manifesto', 'proud', 'foundation', 'work', 'colombia', 'bill', 'thank', 'lots', 'company', 'real', 'question', 'knew', 'team', 'name', 'nancy', 'pelosi', 'dianne', 'feinstein', 'kamala', 'harris', 'houve', 'evid', 'ncia', 'alguma', 'campanha', 'qualquer', 'tipo', 'conluio', 'para', 'goes', 'news', '2033', 'four', 'hours', 'tucker', 'carlson', 'burning', 'cross', 'grave', 'every', 'give', 'permission', 'operate', 'monitoring', 'polluting', 'reopensterlite', 'shows', 'allowed', 'copper', 'access', 'fake', 'breaking', 'mueller', 'confirmed', 'agent', 'apparently', 'stupidity', 'thanks', 'much', 'called', 'reporters', 'today', 'clear', 'another', 'reminder', 'debates', 'outrage', 'possibly', 'given', 'quest', 'influenced', 'vote', 'liberals', 'denmark', 'enough', 'slurs', 'https', 'fabulous', 'retweeted', 'everyone', 'sick', 'maga', 'court', 'battles', 'forced', 'release', 'pages', 'sent', 'received', 'unsecured', 'state', 'governments', 'around', 'world', 'donated', 'charity', 'known', 'chelsea', 'steps', 'taken', 'exonerate', 'obstruction', 'justice', 'herring', 'shift', 'blame', 'asked', 'primary', 'bring', 'lawsuit', 'eyes', 'committed', 'crimes', 'fucking', 'systematic', 'racism', 'read', 'shit', 'correctly', 'great', 'okay', 'since', 'upcoming', 'elections', 'version', 'talked', 'members', 'endorsed', 'candidates', 'month', 'flat', 'including', 'chairman', 'conspired', 'michael', 'cohen', 'anyone', 'brain', 'already', 'tweet', 'straight', 'admitted', 'tried', 'dirt', 'imperatorrex', 'sums', 'entire', 'scandal', 'perfectly', 'looks', 'steele', 'middleman', 'fusion', 'proof', 'condoning', 'domestic', 'terrorist', 'none', 'james', 'wassup', 'homey', 'comey', 'interesting', 'many', 'support', 'help', 'round', 'rapist', 'repeat', 'helped', 'attack', 'america', 'manafort', 'americ', 'investigate', 'head', 'snake', 'case', 'investigation', 'counterintelligence', 'division', 'department', 'national', 'security', 'duped', 'bruce', 'post', 'centrists', 'making', 'congressional', 'gener', 'government', 'spooks', 'hackers', 'payroll', 'computer', 'breach', 'linked', 'imagine', 'congress', 'investigated', 'millions', 'found', 'nothing', 'stated', 'within', 'trying', 'prove', 'emotions', 'govt', 'fails', 'politi', 'slick', 'vile', 'monkey', 'original', 'ties', 'started', 'former', 'unless', 'hiding', 'lmao', 'mean', 'camp', 'time', 'grab', 'popcorn', 'crooked', 'wicked', 'witch', 'alexandria', 'ocasio', 'cortez', 'echoes', 'pockets', 'empty', 'education', 'healthcare', 'unlimited', 'longer', 'worth', 'takes', 'americans', 'midterms', 'benghazi', 'zero', 'indictments', 'pino', 'solanas', 'american', 'citizen', 'demand', 'moron', 'plain', 'simple', 'agora', 'nenhuma', 'esteve', 'envolvida', 'lost', 'decades', 'corporate', 'stolen', 'billions', 'dollars', 'filed', 'foia', 'asking', 'force', 'dept', 'produce', 'texts', 'official', 'andrew', 'hopefully', 'shut', 'need', 'hurry', 'actually', 'fighting', 'systems', 'sweden', 'star', 'hotel', 'clubhouse', 'fans', 'conflict', 'interest', 'inaugurated', 'vandermeer', 'nobody', 'except', 'deputy', 'yout', 'nationa', 'make', 'wife', 'raise', 'evidently', 'good', 'fixed', 'lack', 'water', 'dude', 'quoted', 'also', 'barack', 'obama', 'compulsive', 'sociopathic', 'liar', 'undocume', 'mentioned', 'look', 'forward', 'take', 'receipts', 'place', 'stupid', '2017', 'fuck', 'rest', 'times', 'testified', 'deemed', 'cities', 'massive', 'foreign', 'populations', 'went', 'strongest', 'surprise', 'bluestarzone', 'working', 'illegal', 'immigrants', 'trumptweet', 'collusi', 'reading', 'regardless', 'live', 'conspiraci', 'mundial', 'hollywood', 'mossad', 'planned', 'parenthood', 'amnesty', 'international', 'anti', 'tell', 'complaints', 'mass', 'voter', 'pota', 'accuse', 'side', 'guilty', 'plant', 'permanently', 'without', 'scientific', 'data', 'inmate3', 'wake', 'thesepeoplearesick', 'wherearethechildren', 'savethechildren', 'pizzagateisreal', 'humantraff', 'back', 'humiliating', 'speech', 'spielberg', 'attempt', 'legal', 'done', 'play', 'august', 'busy', 'might', 'public', 'soon', 'seeing', 'newly', 'declassified', 'materials', 'trial', 'paul', 'erase', 'demonstrates', 'principle', 'unequal', 'coverup', 'deception', 'deflect', 'onto', 'dirty', 'goings', 'idiotic', 'dans', 'book', 'bookstores', 'hoax', 'illicit', 'scheme', 'frame', 'heard', 'classic', 'jokowi', 'learning', 'defeat', 'beat', 'uprising', 'populism', 'enemy', 'biggest', 'antifa', 'someone', 'death', 'lock', 'voting', 'convict', 'biden', 'criminal', 'blamed', 'resume', 'clint', 'dems', 'leftism', 'workers', 'means', 'native', 'poor', 'worst', 'politicians', 'born', 'barbara', 'boxer', 'boss', 'respect', 'graham', 'authority', 'related', 'trumprussia', 'stuff', 'used', 'personal', 'account', 'business', 'thiru', 'shared', 'view', 'chief', 'karunanithi', 'final', 'busted', 'wait', 'plan', 'enjoying', 'show', 'socialism', 'lord', 'evidencia', 'campa', 'whole', 'professors', 'scrutiny', 'constant', 'hunt', 'equivalency', 'single', 'member', 'trading', 'example', 'think', 'movement', 'leader', 'organization', 'politico', 'success', 'quote', 'calls', 'traitor', 'instead', 'hacks', 'seems', 'joke', 'systemic', 'still', 'running', 'rodham', 'trust', 'baby', 'universe', 'totally', 'illegitimate', 'based', 'rept', 'dossier', 'tweets', 'loser', 'appointment', 'initial', 'term', 'subject', 'shareholders', 'expire', 'hired', 'saying', 'terrible', 'literally', 'calling', 'stop', 'dumb', 'scott', 'kelly', 'astronaut', 'space', 'periodic', 'televised', 'grilling', 'pick', 'karunanidhi', 'rosie', 'believe', 'truth', '5wordwishforthefuture', 'hear', 'answer', 'report', 'rise', 'treasonous', 'questioning', 'using', 'would', 'pass', 'test', 'bwahahahaha', 'could', 'perjury', 'trap', 'june', 'lies', 'growing', 'inside', 'dramatic', 'ascent', 'understand', 'model', 'nonsensical', 'article', 'well', 'hell', 'trillion', 'accept', 'fact', 'senate', 'mentor', 'filibustered', 'civil', 'rights', 'corroborated', 'prestigious', 'polling', 'institutions', 'washington', 'wall', 'street', 'journal', 'reuters', 'ohio', 'ballots', 'closet', 'pulled', 'keep', 'cronies', 'moment', 'appreciate', 'desperation', 'releasethirumurugan', 'releasethirumurugangandhi', 'sterliteshooting', 'laundered', 'funds', 'firm', 'purchase', 'published', 'profile', 'coverage', 'green', 'voters', 'operatives', 'ended', 'poison', 'night', 'seen', 'watched', 'amazon', 'alexa', 'vince', 'foster', 'killed', '1000', 'chose', 'even', 'true', 'maryland', 'establishment', 'fully', 'jealous', 'sharice', 'david', 'adam', 'westandunited', 'digress', 'guess', 'transferred', 'exemption', 'branch', 'pundit', 'google', 'image', 'search', 'compare', 'laugh', 'celebrate', 'finally', 'articles', 'julian', 'assange', 'hatred', 'advice', 'sammy', 'drugs', 'service', 'spills', 'language', 'unfitness', 'start', 'sterliteprotest', 'tnpcb', 'provide', 'stephaniemyers', 'tweeting', 'host', 'talk', 'trashes', 'probe', 'blames', 'deep', 'endorsement', 'betterthaniloveyouin3words', 'donal', 'comes', 'realize', 'robbed', 'stillwithher', '2020', 'slogan', 'impeach', 'bumpf', '2024', 'impee', 'bumf', 'credible', 'responsible', 'politician', 'facts', 'creating', 'links', 'employee', 'idea', 'remember', 'warned', 'administration', 'dealing', 'returns', 'nikki', 'photo', 'india', 'administrative', 'timeline', 'submit', 'democrat', 'dreams', 'blown', 'communist', 'dream', 'hate', 'negotiated', 'wipe', 'email', 'server', 'clean', 'record', 'unwilling', 'dinesh', 'souza', 'film', 'lincoln', 'argues', 'opening', 'drive', 'donnie', 'getting', 'closer', 'sounds', 'stalin', 'scum', 'christian', 'conservative', 'owning', 'citiz', 'hypocrisy', 'become', 'foundational', 'element', 'modern', 'conservatism', 'reaction', 'website', 'winning', 'doubt', 'beautifully', 'information', 'connected', 'sources', 'irrefutable', 'helping', 'crazy', 'thinks', 'missed', 'boat', 'fall', 'tuesday', 'sign', 'sway', 'claiming', 'turncoat', 'thomas', 'overwhelming', 'contacts', 'guilt', 'false', 'statement', 'plenty', 'family', 'circus', 'fisherking', 'often', 'mask', 'must', 'entitled', 'idiots', 'follow', 'gets', 'women', 'largest', 'best', 'candidate', 'agai', 'blacks', 'super', 'purse', 'sacrebleu', 'carrie', 'fisher', 'shocked', 'giving', 'spot', 'promises', 'college', 'hold', 'mikebrown', 'imwithher', 'innocence', 'counts', 'loathe', 'huma', 'jane', 'federal', 'crime', 'sander', 'arkansas', 'clintons', 'toast', 'policies', 'close', 'berni', 'officials', 'spend', 'supporters', 'spending', 'forgot', 'mention', 'maybe', 'didnt', 'forget', 'realdonaldtrump', 'george', 'bush', 'assassinate', 'liked', 'room', 'pleads', 'carefully', 'carry', 'tuticorin', 'production', 'next', 'heari', 'things', 'online', 'susan', 'mike', 'pence', 'tonight', 'activist', 'raising', 'voices', 'dear', 'decree', 'forever', 'funeral', 'hitler', 'nasty', 'deserves', 'john', 'giacalone', 'testify', 'week', 'stopped', 'knows', 'black', 'panther', 'bruh', 'chance', 'picture', 'watson', 'holding', 'unhealthy', 'define', 'continu', 'count', 'shocking', 'duplicitous', 'happening', 'better', 'criminals', 'demise', 'fraud', 'site', 'accounts', 'mostly', 'later', 'globalist', 'isnt', 'anybody', 'murder', 'charges', 'needs', 'racist', 'evil', 'oligarch', 'iran', 'hearing', 'innocent', 'proven', 'especially', 'reports', 'endorse', 'probably', 'lose', 'continue', 'falter', 'ballot', 'senator', 'finds', 'presidential', 'issue', 'worked', 'gillespie', 'vagov', 'race', 'nova', 'supporter', 'half', 'long', 'figured', 'betrayed', 'base', 'last', 'endorses', 'appropriates', 'impeachment', 'haha', 'rigged', 'took', 'woman', 'tired', 'liberal', 'tches', 'isis', 'refuse', 'actual', 'word', 'corrupt', 'shadow', 'effort', 'assistance', 'ocasiocortez', 'progressive', 'gloss', 'sound', 'blind', 'date', 'eating', 'large', 'sundae', 'entirely', 'cream', 'finish', 'leads', 'clintonfoundation', 'clintoncrimefamily', 'leave', 'insulting', 'message', 'focused', 'dimensions', '19th', 'grants', 'conditional', 'thoothukudi', 'happen', 'mccabe', 'brennan', 'clapper', 'strzok', 'lied', 'oath', 'leaked', 'meanwhile', 'intel', 'heads', 'military', 'targets', 'ignores', 'fingering', 'praising', 'twisted', 'attacked', 'planet', 'agree', 'donaldtrump', 'several', 'belongs', 'gitmo', 'cohorts', 'slaps', 'sanctions', 'regime', 'chemical', 'weapons', 'salisbury', 'ques', 'congratulations', 'gregg', 'jarrett', 'likely', 'nominee', 'honeymooned', 'food', 'thought', 'seriously', 'popular', 'almost', 'votes', 'endorsements', 'wants', 'network', 'funny', 'nuance', 'wrote', 'response', 'comment', 'regarding', 'third', 'november', 'actively', 'idiot', 'killing', 'life', 'florida', 'stephen', 'lynch', 'destroys', 'republicans', 'russi', 'factcheck', 'events', 'alone', 'conspiring', 'course', 'implying', 'stands', 'special', 'counsel', 'complete', 'argue', 'position', 'send', 'stuck', 'dummies', 'stossel', 'internet', 'videos', 'telling', 'foxnews', 'ideas', 'paying', 'attention', 'come', 'embarrassing', 'page', 'ahead', 'expert', 'person', 'muller', 'looking', 'save', 'offering', 'medicare', 'chances', 'medi', 'rain', 'parade', 'citizens', 'communism', 'battle', 'defend', 'lets', 'associated', 'certain', 'chicken', 'mentions', 'always', 'demanding', 'lockherup', 'journalism', 'class', 'discussion', 'bullshit', 'narrative', 'woven', 'ryan', 'diye', 'commit', 'governm', 'stat', 'pathetic', 'orange', 'analysis', 'filings', 'social', 'indicates', 'substantial', 'definitely', 'loves', 'choice', 'club', 'raised', 'mystery', 'jeff', 'sessions', 'little', 'rock', 'vedanta', 'sande', 'madam', 'kalaignar', 'economic', 'ignorance', 'surge', 'local', 'races', 'describes', 'acosta', 'journalist', 'graphic', 'made', 'mistake', 'winner', 'living', 'nbcnews', 'heres', 'somebody', 'males', 'predators', 'eventually', 'ooooo', 'naive', 'easy', 'feeling', 'fast', 'high', 'starring', 'memewc', 'democraticsocialism', 'arrested', 'adoption', 'saudi', 'arabia', 'canada', 'outrageous', 'feelthebern', 'hands', 'supports', 'fracking', 'dakota', 'pipeline', 'iron', 'pushed', 'glasscliff', 'push', 'folds', 'headline', 'concert', 'fundraiser', 'bredesen', 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'indeed', 'breitbart', 'confluence', 'alliances', 'sickening', 'flotus', 'thats', 'threats', 'episode', 'interminable', 'violent', 'volcanic', 'sexist', 'prior', 'loudly', 'celebrating', 'presidente', 'recruited', 'efforts', 'acid', 'washing', 'group', 'king', 'pope', 'tape', 'effects', 'services', 'obtain', 'servers', 'cock', 'fucks', 'serve', 'verified', 'pocahontas', 'kill', 'farage', 'outweigh', 'genasconmaduro', 'scher', 'played', 'oversight', 'minute', 'mutha', 'fuckas', 'ride', 'folk', 'putting', 'tank', 'needed', 'demented', 'jewish', 'brown', 'file', 'wasting', 'modi', 'distrust', 'briefing', 'hubertime', 'pickup', 'sealedindictments', 'restrictions', 'messaging', 'included', 'sponges', 'absorbing', 'lefti', 'install', 'pulls', 'integrity', 'owns', 'engaged', 'throwbackthursday', 'toilet', 'storing', 'melon', 'oops', 'gates', 'anymore', 'dumbass', 'proposed', 'predicts', 'offic', 'turnout', 'dukke', 'rarely', 'referred', 'anchor', 'euromaidan', 'plotted', 'vikt', 'launched', 'dishonest', 'nugget', 'problems', 'beating', 'beaten', 'lockthemup', 'wrongdoing', 'screaming', 'drastically', 'fudging', '8216', '8217', 'ongoing', 'bernies', 'amirite', 'orbit', 'coalition', 'aerial', 'belong', '2009', 'added', 'town', 'clip', 'referring', 'rand', 'proving', 'shipments', 'library', 'constitution', 'insulted', 'compilation', 'cutting', 'guests', 'mics', 'payoff', 'yohoo', 'featuring', 'crowd', 'conference', '1987', 'expanded', 'medicaid', 'bankrupt', 'complained', 'average', 'attacking', 'bench', 'infamous', 'concluded', 'witchcraft', 'grossly', 'careless', 'apology', 'stillsanders', 'suppose', 'rhyme', 'pants', 'pets', 'commie', 'medicine', 'father', 'wikitribune', 'factchecked', 'enga', 'freeassangenow', 'unity4j', 'liars', 'patriotic', 'anyway', 'republi', 'address', 'newest', 'solid', 'countr', 'nude', 'vagina', 'girl', 'disclose', 'guts', 'orgasms', 'uncomfortable', 'starr', 'following', 'drops', 'display', 'serwer', 'presumes', 'pejorative', 'steam', 'align', 'exclusion', 'collecting', 'destroyed', 'necess', 'clearly', 'democracy', 'campaigning', 'nose', 'helps', 'amjoy', 'cried', 'treating', 'thru', 'uncle', 'marie', 'counties', 'lower', 'project', 'oligarchs', 'pervasive', 'acorn', 'scams', 'unsealed', 'yesterday', 'muellers', '4mjk', 'fantastic', 'reddit', 'california', 'suggested', 'restore', 'meaning', 'scary', 'replaced', 'divorce', 'cauvery', 'fights', 'committing', 'invite', 'crisis', 'governor', 'narrator', 'notorious', 'hmmmmm', 'demonized', 'franklin', 'diane', 'inspired', 'schtick', 'superb', 'exists', 'answers', 'retweets', 'disgusting', 'finger', 'meetings', 'fare', 'unity', 'forester', 'economist', 'publisher', 'trustee', 'serving', 'cards', 'deck', 'represented', 'everybo', 'cycle', 'hence', 'manage', 'drag', 'appeal', 'excuses', 'ripped', 'holy', 'bond', 'sacred', 'estimated', 'determined', 'learn', 'eight', 'wasnt', 'highest', 'bidder', 'gayer', 'dumber', 'allegedly', 'jack', 'bullshitin', 'sycophant', 'plastic', 'asteroid', 'stroke', 'lewinsky', 'distorted', 'moates', 'robot', 'georgia', 'alexjonesabook', 'plannedparenthood', 'twice', 'followthewhiterabbit', 'driving', 'shares', 'weekly', 'flynn', 'loses', 'tuckfrump', 'russiancollaborators', 'journalists', 'nevada', 'explains', 'unanswered', 'sergeant', 'marinesagainsttrump', 'saving', 'drumpf', 'files', 'signs', 'espionage', 'laundering', 'candy', 'thereof', 'conflicts', 'overcome', 'identity', 'alec', 'whitehouse', 'wars', 'righ', 'lesson', 'older', 'chapters', 'surprises', 'revelations', 'grandfather', 'prosecuting', 'insist', 'fraction', 'fiddle', 'rapidly', 'contributed', 'proxy', 'scope', 'till', 'aided', 'tactic', 'wink', 'repub', 'meyers', 'como', 'milking', 'curious', '2013', 'heading', 'republic', 'prize', 'tells', 'fewer', 'finest', 'trysocialism', 'sells', 'staged', 'oppo', 'bean10', 'binding', 'author', 'lover', 'butter', 'infinite', 'exceptions', 'succeeded', 'academic', 'achievement', 'failure', 'enthusiasm', 'goof', 'fifth', 'throwing', 'distinguished', 'lands', 'commentator', 'ground', 'illness', 'nina', 'turner', 'movie', 'biggestloser', 'kelley', 'devin', 'radio', 'wonders', '2008', 'drug', 'character', 'suit', '2011', 'hailing', 'revoketheclearances', 'bigly', 'heller', 'incumbent', 'vulnerable', 'senato', 'pretend', 'stee', 'libtard', 'tamil', 'haley', 'bills', 'whitneyhouston', 'phantoms', 'rival', 'gasp', 'ghoulyani', 'neverbernie', 'neversanders', 'sham', 'nadu', 'pollution', 'breadth', 'groupie', 'unbelievable', 'spewed', 'knocking', 'potential', 'doors', 'towns', 'rachel', 'troll', 'passed', 'suffrage', 'review', 'targeted', 'angela', 'skeevy', 'defending', 'assist', 'trumps', 'endthewitchhunt', 'checking', 'pivot', 'apologies', 'acted', 'feeding', 'standing', 'convicted', 'dismal', 'rating', 'sinks', 'arrogant', 'daddy', 'googled', 'shutting', 'fault', 'lmaooooooooooooo', 'existence', 'disproves', 'averages', 'handed', 'maga2018', 'speaks', 'quickly', 'candice', 'forehead', 'effect', 'informed', 'trusted', 'powerful', 'parasite', 'brings', 'opposi', 'smell', 'stress', 'sweat', 'interfere', 'cigars', 'womans', 'stalinist', 'saul', 'alinsky', 'hitman', 'chucktodd', 'emolument', 'profitted', 'bell', 'littlerock', 'maddow', 'hispa', 'canadian', 'clase', 'killary', 'spreading', 'communication', 'gain', 'pursuing', 'kilofski', 'cages', 'drugged', 'concept', 'path', 'spirited', 'wide', 'ranging', 'fucktrump', 'sides', 'suuuuucks', 'ks03', 'arkancide', 'basham1', 'sars', 'ordered', 'seal', 'economically', 'operative', 'misses', 'memo', 'dennison', 'dragon', 'molested', 'seller', 'scand', 'trumpy', 'cecile', 'richards', 'brit', 'yoho', 'duly', 'cunt', 'mental', 'aaron', 'blake', 'obscene', 'suffered', 'dillinger', 'arrogance', 'funding', 'award', 'recipient', 'champions', 'spied', 'surveillance', 'eric', 'holder', 'served', 'pour', 'scandals', 'lula', 'gains', 'ladies', 'moaning', 'axis', 'dismiss', 'screwed', 'fought', 'invol', 'mode', 'tytlive', 'follower', 'yiff', 'defended', 'ginsburg', 'macho', 'atmosphere', 'nonvoter', 'noun', 'male', 'kept', 'martha', 'stil', 'afford', '12yr', 'shelton', 'coma', 'hates', 'yada', 'insult', 'hollala', 'sycophants', 'childs', 'suffering', 'orrin', 'partly', 'tone', 'teenage', 'namethepedo', 'victorious', 'tarmac', 'sesame', 'nephew', 'occurs', 'noodle', 'shoes', 'boys', 'teen', 'hurts', 'globers', 'q1815', 'obsession', 'occur', 'deliberate', 'restricted', 'wartime', 'offense', 'inauguration', 'murwood', 'cloudy', 'scattered', 'adolf', 'ingraham', 'jenna', 'ellis', 'advance', 'turmoil', 'forth', 'fabrication', 'taped', 'hooker', 'troubles', 'rent', 'perspe', 'almo', 'clause', 'larussa', 'extremists', 'trumpers', 'messed', 'gillum', 'factual', 'buzzfeed', 'tampa', 'fell', 'verbatim', 'credico', 'threatened', 'comitted', 'suicide', 'searching', 'russell', 'lowe', 'suspicious', 'emerge', 'joseph', 'collectively', 'lesser', 'evils', 'cough', 'familiar', 'dust', 'spades', 'instantly', 'grasps', 'suicides', 'incompetent', 'token', 'brunch', 'bonut', 'magnify', 'marginalize', 'manufacture', 'consent', 'peoples', 'esquerdistasseguemesquerdistas', 'quero', 'mais', 'congressistas', 'envaram', 'carta', 'embaixada', 'spectre', 'penn', 'reopened', 'betwee', 'strategic', 'investigatio', 'cookies', 'revealing', 'offices', 'concoct', 'evaluation', 'installed', 'roads', 'mata', 'privilege', 'christmas', 'complain', 'inaugural', 'entrap', 'donut', 'bein', 'lightweight', 'wrkngclssher0', 'bombing', 'sexting', 'parentho', 'crack', 'konski', 'innovative', 'borders', 'huntsman', 'adios', 'eliminate', 'highlights', 'monetizing', 'conti', 'whaaaa', 'skippy', 'privately', 'golput', 'apparent', 'puede', 'reconstruir', 'mientras', 'casi', 'billones', 'camino', 'sabandija', 'ruth', 'bader', 'launch', 'soapbox', 'classifi', 'volumes', '1100', 'park', 'voterfraud', 'ifyouseesomethingsaysomething', 'contain', 'freestuff', 'illegalalie', 'transfered', 'tiger', 'asia', 'ding', 'lately', 'election201', 'loose', 'ends', 'specialcounsel', 'brutal', 'energy', 'fresh', 'mcfaker', 'complaining', 'comple', 'scotus', 'rainmakersunite', 'neighbors', 'intent', 'ruling', 'weaponized', 'budge', 'wwg1', 'option', 'terrorized', 'becauseyoudbeinjail', 'neverhillary', 'epic', 'showcases', 'swag', 'dabbing', 'jdavidcabello', 'malave', 'putinspuppet', 'endorsing', 'equitable', 'hijacked', 'emulate', 'jersey', 'smarter', 'lovi', 'stronger', 'jaketapper', 'saudiarabia', 'massacres', 'exploding', 'sends', 'coded', 'hillarysemails', 'administrations', 'predictor', 'verdad', 'dona', 'squad', 'suicided', 'opportunity', 'textmess', 'mo2016', 'nervous', 'circulating', 'guide', 'examples', 'kicked', 'butt', 'nine', 'totaling', 'overthrow', 'phoney', 'crowdstrike', 'slovenian', 'merit', 'chan', 'contempt', 'presided', 'lois', 'blackkkklansman', 'uphold', 'dtmag', 'bullet', 'advocating', 'performative', 'strict', 'enact', 'boycott', 'sidney', 'powell', 'peaked', 'deniro', 'wolf', 'financier', 'mounted', 'clintonbodycou', 'secy', 'directo']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "4105"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "words = list(model.wv.vocab)\n",
    "print(words)\n",
    "len(words)\n",
    "#len('j')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-1.4846115  -0.11569929  0.6518158  -0.13768737  0.10218879  0.18522216\n",
      " -0.16839978  1.8630397   0.27840737 -1.2914933  -1.1025443   0.55772704\n",
      "  0.12794256  0.19843599  0.44104517 -0.8942941   0.90515816  0.84065855\n",
      " -0.9792118  -0.7363054  -0.35740903  2.0689516   0.5821551  -0.24192116\n",
      " -0.00411858 -1.2539481  -1.3080227  -0.8266163   1.083204    1.020013\n",
      "  2.4939842   0.20859419  1.5480034  -2.0217388   0.02930837 -0.08678748\n",
      "  0.17514905 -0.6850234  -0.25083503  0.37104398  0.28081918  2.2137825\n",
      " -0.3946461   0.94302875  0.8454966   0.12459628  0.46824536  0.9642349\n",
      " -0.5231516  -1.480007    1.9406834  -0.4848509  -0.22111809  0.17450514\n",
      "  0.6398433  -1.1264895   0.17245278 -0.9624126  -0.56946677  0.3943394\n",
      "  1.8098083   0.45548362  0.21550268  1.3736788   1.3330935  -0.99911565\n",
      "  0.8587483   1.4031632   0.402078    0.7056376  -0.68091434  0.6929391\n",
      "  0.39945203  0.92569834 -0.01214364 -1.636673   -0.04238253  0.8603418\n",
      "  0.35395053  0.34950677  0.26563182 -0.2850431  -0.37123427  0.62536794\n",
      " -0.03637913 -1.8482938   1.174879   -1.2014439   1.3948306   0.4109421\n",
      " -0.79777884 -0.46392575 -0.87892145 -0.01075206 -1.3895316   0.97484213\n",
      "  0.4695759  -0.54559606 -0.88388366 -1.2128466  -0.25192174 -0.29285437\n",
      "  0.62495667  1.265901   -0.6703734   0.40065265 -0.97445005 -0.33006075\n",
      " -0.05982819 -0.05997481 -0.23294099 -0.842773   -0.23705675  0.07840247\n",
      "  1.0055177  -1.5523982   0.5518194   0.7985982   1.2726682   0.18951263\n",
      "  0.09849577  1.5759096   0.15832901 -1.2915868  -1.1508434   0.58129936\n",
      "  0.33978564 -1.1324292  -0.11059836  0.67534524  0.63279     0.8612831\n",
      "  2.713187   -0.9819216   0.8285313  -0.30310905 -1.3953831  -0.4597246\n",
      " -0.08863034 -1.0918099   0.06829453  0.15863442  0.03754018 -0.625866\n",
      "  0.42467517  1.056062   -1.3642945   0.15446125  0.9707906  -0.03499578\n",
      " -0.04702631 -1.528196   -0.5288796  -0.08298231  0.76569706 -0.9577553\n",
      "  0.35781145  0.1340785  -0.04400755 -1.1773847   0.74657965 -0.48050505\n",
      "  1.0264     -1.8189613   0.23090741  0.7753834  -0.17349726 -0.31097615\n",
      "  3.1326573  -0.03197546 -0.3379688   0.89712757 -1.8106354   2.1069372\n",
      " -2.209302   -0.38873768  0.27220875  0.6564325  -0.11590382  0.5995408\n",
      "  0.30990764 -0.23952061 -1.0711638   0.75149685 -1.451222   -1.5409356\n",
      "  2.0652106  -1.5270553   0.54461694  0.10505188 -0.6674005  -0.88010097\n",
      "  0.10239233 -1.8532512  -1.0431725   0.84089816 -0.93735087 -0.05852176\n",
      "  0.55051535 -0.6689474 ]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Manju\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: DeprecationWarning: Call to deprecated `__getitem__` (Method will be removed in 4.0.0, use self.wv.__getitem__() instead).\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "print(model['hillary'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.save('model.bin')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Word2Vec(vocab=4105, size=200, alpha=0.025)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Manju\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: DeprecationWarning: Call to deprecated `__getitem__` (Method will be removed in 4.0.0, use self.wv.__getitem__() instead).\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
      "C:\\Users\\Manju\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: DeprecationWarning: Call to deprecated `most_similar` (Method will be removed in 4.0.0, use self.wv.most_similar() instead).\n",
      "  after removing the cwd from sys.path.\n",
      "C:\\Users\\Manju\\Anaconda3\\lib\\site-packages\\gensim\\matutils.py:737: FutureWarning: Conversion of the second argument of issubdtype from `int` to `np.signedinteger` is deprecated. In future, it will be treated as `np.int32 == np.dtype(int).type`.\n",
      "  if np.issubdtype(vec.dtype, np.int):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('allows', 0.9735786318778992),\n",
       " ('unit', 0.9687964916229248),\n",
       " ('administrative', 0.9190912246704102),\n",
       " ('conditional', 0.9187192916870117),\n",
       " ('tuticorin', 0.9117879867553711),\n",
       " ('releasethirumurugan', 0.9007233381271362),\n",
       " ('sterliteshooting', 0.897903561592102),\n",
       " ('releasethirumurugangandhi', 0.8925325870513916),\n",
       " ('denies', 0.8906086087226868),\n",
       " ('section', 0.8839463591575623)]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_model = Word2Vec.load('model.bin')\n",
    "print(new_model)\n",
    "X = model[model.wv.vocab]\n",
    "model.most_similar('vedanta')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Manju\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: DeprecationWarning: Call to deprecated `__getitem__` (Method will be removed in 4.0.0, use self.wv.__getitem__() instead).\n",
      "  after removing the cwd from sys.path.\n",
      "IOPub data rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_data_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "vec=[]\n",
    "for word in words:\n",
    "    vector = model[word]\n",
    "    vec.append(vector)\n",
    "#arr=np.array(vec)\n",
    "print(vec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Xr8+5c+cYOHAgM2bMoHXr1kRFRXHy5Enc3Nzw8PDg5s2bnDp1iv79y6Oe+/fvj46ODgUFBQQFBVGnTh2WLVvG6tWruXXrFseOHUNHRwelUkl6ejoAarWaUaNGcezYMZycnFCr1YSFhf1tF+M1VEUzo/+bUHmhUM/Rm/TYSP6z9hQRF8sFtRo3biz7eNetW1fFl/wiPOkDfp5PuKysDIAbN25QUFBA06ZN2bhxIyqVirS0NCIjI3/H3b465s+fj7OzM7GxsSxYsICLFy+yZMkSEhISuHPnDqdOnaKsrIzRo0cT1r8PPYeMxLFJJ/LObqG6Z1OqGepTv54bmzZtkhdWDx06xNq1a9mxYwcZGRmYmZkRERHB1atXcXBwQK1Ws2PHDnlmHBYWRq9evYiOjmbZsmUkJSVx8+ZNhBBYWlpSu3ZtLl26xLZt22jatCnz5s2jsLCQ7Oxs/P39efDgAa6urpw8eZLCwkLq1atH9+7dUSqVZGRkMGjQIExMTNDS0qJRo0YkJycDkJWVxZ49e7C0tOTw4cPo6+sTHR3NDz/8QNOmTYmPjycgIAAhhPxkp6Ojw9q1axkxYgQKhYKOHTsCYG1tLe+TmppKfHw8u3fv5tChcj3+H3/8kaSkJC5fvszXX39dRQxOw98fzYz+b0LlhUJda0dMG/Um6fsJvL1em55tglm2bBlhYWEsWLAAa2tr1qxZ81LnsbS0pEmTJnh4eNCuXTvmzp2LtrY23t7eDB48mDFjxpCUlESDBg0QQmBtbU1ERARdu3blyJEjeHp6UrduXUJCQl7l7b8yGjZsyBtvvAGAj48PW49eYNTW61yKiSU6/gaGOhIOdjVoZGtLnTo2rL9ShomJCUZGRvTr14/du3ejVqv5+OOPOXPmjNzP48ePZ+fOnZiammJtbY25uTkFBQVA+cBw8uRJTpw4wf3795k8eTJt2rTh4MGD7Nq1i2bNmgFw+vRpIiIiiIyMpKCgAAcHB3bt2oWenh55eXnExsZib2/Phx9+yLFjx9i1axfFxcWcOXOGnJwcCgoKSE9Pp0mTJnTq1AkoL2Iyfvx4uYLV7t27uXv3LklJSfj4+FBaWgr8rz5thTvQz88PSZLkpzRJkuR9dHV1USgU1K9fX174PXnyJD179kShUFCjRg2aN2/+h36PGl4tGkP/NyH1iZR9Y8+WGHu2RALCf9ZnOXLkyFPHhYeHy3/XqlWL+Pj4Z35W2Vf/ZDjl4cOHq7yfO3cuc+fOfepcn3/++a/dxp9GhZvr7t0kHj8sIOJiCmZQxXV193ERF1PuIlnXRseqJhZvDSfrwBdMWx1Bew8bOTb9SVq3bs3hw4erRNUIIXBxcWHatGl0796dGTNmEB4eztGjR7l27Rpt2rRh3bp1NGvWjNzcXOzty11uFd/B0aNHiYyMJDAwkJSUFFxdXalfvz4LFy6kXr16rFmzRp79nzlzhkOHDvHgwQNKSkqYNm0ajo6OXLhwgXr16hEVFQWAubk5ZWVlHD58mI8++oh79+5RVFSEn58fhoaG7N69G4BRo0bJ96ZQlD/Ea2lpyX77J6lTpw7btm2jd+/elJWVoaOj89x9Nfwz0Lhu/iY8T4flt+iz/Nuo7OaSdA0oLSpg8o+XOXmzqrTGxXvZlKnU6FjYoy7MBbUKfeeGDOrUjNatW9OwYUMMDAzIzc0F/hf+uGzZMhITE9m4cSP169dn5cqVtGnThtLSUiZOnEiTJk3Izs5GrVaTk5ODo6MjN27coF69epw6dYo+ffowefJkiouL5Rl1Tk4O5ubmhISEYGJiQlRUFF5eXiQnJ9OuXTsWLlxIv379uHv3LmvWrCE/Px83NzdKSsojlbW1tRFCYGRkxNmzZ9mxYwe2trY0a9aMq1evUr16dYYNG0aDBg2Ij4+XnzYqXEQvwpAhQ1i0aBENGzZECIGpqSlvvvkm27ZtQ61Wk5GRwdGjR3/PV6jhT0Zj6P8mPKnPAmCgo/WUPstfQZcuXfDz88Pd3Z1Vq8pz4fbt20eDBg3w9vamZcuWABQUFBAWFkZAQAC+vr6yfsurprKbS8vABD37+txeOZz5M6dV2a+gtNwVIWnpYN1lMllHwym4fgqVUNCvXz+uX7/OvHnzUCqVjB49WjZqVlZWjBw5kj59+pCQkMDKlStp3bo1w4cPlweGc+fOERkZSdu2bVEoFJSUlODh4UGTJk1wd3fnxo0bfPTRR2zfvp0mTZrQtm1blEolO3bswMXFhaCgIKysrBBCMGDAAO7fv0+HDh04e/YswcHB9OvXj6tXr+Ll5cV7771HSUkJXbp0ISgoiHfffZfOnTsjSRLvv/8+aWlpjBs3DltbW5ycnNi4cSP5+fmy5HGvXr3knIodO3bg718ufhgcHCz3lYuLi/z0YWFhwdmzZzl//jwKhQJ/f3+6d+/OG2+8gYeHB8OHDycwMBBTU9M/5PvV8Or53TLFL4NGpvjZVE7PtzMz+E0SuX8Gjx8/xsLCgqKiIgICAjh8+DD+/v4cP34cJycn+fMpU6ZQv359+vfvT3Z2Ng0bNuTixYsYGRk9s93U1FQ++OADtm7dSmxsLKmpqbRv3x6AGTNmYGxsLEsGVOZJGeIKJKgiQ9xk/pGnVCwzdy6A7GQcTLQZNGgQo0ePlsMH58+fT1paGkuXLn25jnpNOHHiBKNGjUIIgZmZGd9++y0uLi7k5+djbGzMo0ePaNiwIadOnaJGjRp/9eX+q/jLZIo1vDqep8/yZ/PkgOOQuJurZ8v9+Pfv32fVqlU0bdoUJycnoHwGCOUx+Dt37mThwoUAFBcXc+/ePTmr80ns7OzYunUrUO4Hj46Olg39L/FbZYgntHFl8o+Xq2TD1uw+iXndPOV+3rRpkzyrd3R0rLKu8W8lODiYuLi4p7Z37NiR7OxsSktLmTZtmsbI/4PQuG40VOFJPZjbl86xc+9+pqzYRlxcHL6+vnh7e1eJqS8oKKBDhw4kJCRQUlLC5MmTyc7Opn///oSFheHv78+FCxdo06YNzs7Osm5MUlISHh4elJaWMn36dDZt2oSPjw+bNm0CICEhgWbNmlG7du0qYmO/1c3Vxdeeed08sTczQALszQyqGHmA3r17ExsbS3x8PHv27Hlm8W4N5Rw9epTY2FgSEhKqyGto+PujmdFrqMKTejDqkkLQM2LZ8Xt4Wyg5e/YsJSUlHDt2jMTERJycnNiyZQt2dnaMHTuW3Nxc2rRpw8SJE4Fy9cZx48bRo0cPVq1ahbe3N+7u7gDygqGuri7//e9/iY6OliN7ZsyYwbVr14iMjCQvLw9XV1dGjBiBjo6ObKh/yc1lbGxMfn7+3+YpSYOGvxKNoddQhSfDPA2c/Mi7+BNRi4YyLcafoKAgrK2tWbVqFd26dUOtVmNsbExqaiqdO3fm3r17BAcHk5qayvnz5wHw9PTk2LFjxMbG8tZbb6Gvr0+fPn3Izs7+xXyADh06oKenh56eHtWrVycjI0OOkdcYcA0afjsa182/mEWLFuHh4YGHhwdLliwhKSmJjG9H8HDPIlK/HUXm9rkIocKm10zq9Z7IgwcPyMvLY968eaRp2WDY+/+4nqXmrq4jeiaWJCYmsn//frKysgAoKysjIyOD/fv3c/XqVRYvXoyPjw9ZWVnMnDmTVatWUVJSQsOGDeVrSkpKwsvLC4DMzExCQkLw8/Pj/v37pKamvvA9Pq+SkwYN/yY0hv5fSkxMDGvWrOHcuXOcPXuW1atXk5WVRVHmfSz92mMX9jmSniF5F/airxCUHP+arVu3EhMTg2fzLnz4n0nygmh2Zgai/XQ6DJuMtbU1fn5+2NnZ0aVLFz777DPi4uKoXbs248aNIzY2lqKiIlliQU9Pj9LSUgoLC8nLy2PTpk306tULlUpFRESEfE5zc3N5kfdF0NfXZ/v27Vy4cIHIyEg++ugjTfKPhn8dGtfNv5STJ0/StWtXOfSxW7dunDhxAgcHB5aO6cOC/dcpdm9O2aU9jPA1YNrnN2jVqhUAN9NzURuYyW3pWDuS+M0Yxn6rRpWdyZkzZ8jMzGTq1Km4uLiQmJiIJEksWrQIHR0dVCoVGzduxMjIiGrVqtGrVy/S09NJSEhgy5YtzJ07l9TUVNLT0+VzZmZmkpaW9sL3KZ5TyUkTMaLh34TG0P+LqBw2SfwNAux0ntpHkiTZ/33kCCxfHkULt+psdHeXhayejGPXr+mFaWB3lDkZpKwcypQpUxg7dizNmjUjIyODRo0aUbduXerWrcuYMWNYvHgxvXr1onr16owfP57bt2/Ts2dPNm7cSN++fRk7diyXL1/m4sWLLySeVfn+ispURFxMITvuoFzJSUdHh1q1av1q9ScNGl43NK6bfwlPhk0WW9Vl544dbDp9i4KCArZv305wcDD37t2TjWtFxSVXV1cyMzPl7TWq6VCaefepcyiQ0NbRlTMu8/PzZaNqaGhYRSWzMs7OzmhpaTFr1ix69+4N8NQ5y8rKuHLlyjOPX7JkCZtO36pyf0LA5B8vc+LK3WdWcvqtaCoyaXgdeCWGXpIkM0mStkqSdE2SpKuSJDV6Fe1qeHU8GTapV8MFQ/eWDOnWisDAQN555x3Mzc2pV68e3333HV5eXjx+/JgRI0agq6vL1q1bmThxIt7e3qR8OxqRfv2pc6gRYGBKh87dCA4OxtjYWPaHBwcHs337dnx8fJ45o+7duzdr166lV69eAE+d08fHh9OnTz/z3pYsWcL//XT5qTKBRWUqLut7ER0djb+/P+vWrcPNze2F+u3rr7+mfv36L3TM76F9+/YvrE2jQcOv8UokECRJ+g44IYT4WpIkXcBQCPHcX6tGAuHP57fIBiQlJdGxY8cqCpjPI+JiCh9tjkNV6fejzMngwdaZBHy0hlOTWjB48GCMjIy4d+8eH374oSxt6+npyc6dO+XM2hehoKCAXr16kZycjEqlomfPnsyZMwdM7VAYmlCj7zzuLepBzQ/LM24Lr52kvVka4eHhDB48GBMTE6Kjo0lPT+ezzz6jR48eHD16lBkzZmBlZfVUwZJmzZqxcOFC/P39MTY2ZsyYMezevRsDAwN27NiBjY0Nt2/f5u2330alUtGuXTsWLVpEfn5+eZ8olWhr/7qHVC75pvj1ude1a9cYMmQIFy5cYM6cOc+UidDwevKyEgi/e0YvSZIJ0BT4BkAIUfpLRl7Dn8uMGTNYuHDhc1UwldGbXyqapYuvPernTBIqYvHj4+PJzMxk8ODBvPfee/j4+FBUVMSwYcNo167dS2ma79u3Dzs7O+Li4oiPj2fs2LHY2dnh895iavSd99T+5ka6Vd6npaVx8uRJdu/ezaRJk+TtzypYUpmCggIKCgpYv349KpWK6tWr4+bmxsOHDxkzZgydOnXCyMgIOzs7SktLGTZsGK1bt2bgwIGEh4fTuXNn2rZti6urKzNnzgTKB9Z69eoxcuRIGjRowP379+Ui7hXZxt7e3nh4eMjZwjExMYSFhZGdnY29vb2svLls2TLq16+Pl5cXffr0eeF+BZgzZw6urq689dZb9O3bl4ULF7J69WoCAgLw9vame/fuFBYWAuVF6T/44AMaN25M7dq1ZSkLIQQTJkzAw8MDT09P+bp/qbyhhj+eV+G6qQ1kAmskSbooSdLXkiQ9pWIlSdIwSZKiJUmKzszMfLoVDX8oz5MNaOJsKb9/Us++grVr19KwYUN8fHyoVasWfn5+ODo6krbqHdLCx3D3045k7l3Mg22zkHQMsNIq4vTp01y9epV9+/Yxa9Ys9u7dy7Zt2+jatSvh4eFYW1uzYsWKF74PT09PDh06xMSJEzlx4oSsoDiqucsz76+zj12VbV26dJGLalTUSIX/FSxRKBT4+Pg8VWt33759KBQK7ty5Q3x8PF27dpULdZw5c0ZW8Kyo6xsTE0NISAhBQUFAeXGSgoICYmNjCQ8PR19fn1mzZnH9+nX09PRkuWOlUkmHDh3Yt28fKpWKkpISzMzMOHLkCO3bt2f06NHs2LGDq1ev0qBBA/bt2weUC7L179+fd955h5UrVzJu3Di5ru/hw4flMoLffPMNdevWpVmzZrz77ruyVv3ixYuZM2cO+vr6KJVKeW2kW7duREVFERcXR7169fjmm2/kPnnNPpUPAAAgAElEQVTWoPnjjz8SGxtLXFwchw4dYsKECXK01K8Nphr+OF6FodcGGgArhBC+QAEw6cmdhBCrhBD+Qgj/P1JPpGJG9KqIjo7mgw8+eGXt/RlUnpldv17uS/c0Kcbg8Hwe/jCO9HX/wbw0k3ndPHGzNfnFtq5evcqmTZs4deoUsbGx6Ojo0LhxY6ytrSnJSqfscXkSU9GNs5gEdqc0/RYXPu0jy/cqFAokSaJBgwZ06dKF5cuXs3TpUs6dOycXtb558+ZzZ7BQ7iZqMv8ITpP2MOTHZP67Zheenp5MnjyZ//73vwC097KVdW2QJFnXxsu26pyjcmGSyjPKytu1tLSeqrXr6emJEIJJkyZx4sQJqlWr9osz0tDQUFq2bMmJEycAMDIyoqSkBG1tbWrWrEmzZs2IiorC0dGR+/fvY2lpSUpKCsXFxQQFBVG3bl0OHTpESEgI8+bNIzc3l4KCAuLj42nVqhU+Pj6cOHFC9ud7eXnJJRC1tbWJjo4mPz+fsrIyTp48KWcrz5o1i7Nnz3Lw4EGuXbvGncx8msw/wsztsVgEdWNm+F769++PpWX5BCA+Pp7g4GA8PT1Zt25dlQXxZw2aJ0+elIvI29jYEBISIhdK+bXBVMMfx6sIr0wGkoUQ535+v5VnGPp/Kv7+/rJ+9z+BmJgYNm7cyMWLF1EqlTRo0AA/Pz+GDRvGpu9WU6dOHc6dO8fkyZPpsmgwsb+SKHr48GFiYmIICAigtLSUW7du8eWXX6JWqwEwNzPhcWYRoqQQ9e0zgBqFpEVpaals1C5evEi9evWIj4/H29ub0tJShBC88cYbREdHo1Kp2Lt3L3Z2duzZswcoL9QB/4sWqlhovXs/mdk5+XzaqznjxxsTHh4u173t4utEF197XL624+vOtri62tJz9naqVav20v35ML+EoeFR5BrXBG1dSqrZM3nyZOzt7VEoFKjVaoKCgti/fz9QXrxELQRrzqWxJj+D9MOnsKzTQK73Gh0dzb179+jTpw83b97EwMCA+/fv069fP44fP05JSQlBQUGoVCoaNmxIcHAwkydPpmbNmgghcK8U5loh5QywZ88ejhw5Qo8ePfD19cXBwYEGDRoQHR3NiRMnWLZsGefPnyckJERWG3Vt1IptkdGYOhUhSgrIuHSKPm3exNJQgQ7l/T148GAiIiLw9vaWK2pV8KxB85cGv18bTP/JLFmyhGHDhmFoaPjSbbzIGtmL8rtn9EKIdOC+JEkV0oEtgT8lHu15s8Dly5fLKe/Xrl0DyjXVu3TpIhdjuHTpElA+U8vOzpYLOX///fcADBgwgEOHDnH06FG5gPKMGTMICwt7pqLirFmzcHNzo1WrVrJ/86/gxIkTdO3aFUNDQ0xMTAgNDaW4uJjTp0/Ts2dPfHx8GD58eJXko9LS0ir9OH7+Cmq2GoyebV3GTf6ELLUB2W1mo/TuBkDPnj1lYbJmwU1QKBRYW1tRdv8SCIGtrS1GRkYIIbhx4waGhoby95CYmMisWbNQq9UMHjyYu3fvYmBg8FyXzJPRQmWZSSR+M4a3O4QwZ84cPv7446d8/vPnz6djx460aNECW1vbl+7LiIsp3Mks4EFeCWV5jxAC9pfUJbjbEBITEzE2NiYmJoYlS5awYsWK8uzbC9dRK3TIKSoDLW2oZs36nQfIzs3Dx8eHAwcOkJKSQrdu3WjQoAFZWVm4uroSHBzMiRMnKCkpITAwkAcPHqClpUX//v0ZP348d+7cwdjYuErIqUqlIj09HbVazf3792nVqhW+vr6kp6fj7+9PcHAwkZGR3L59m3r16j1lhI9cfYDq5wG76G4sQqipPuD/MG32jjxDz8vLw9bWlrKyMtatW/erfda0aVM2bdqESqUiMzOT48ePV5G4eF1ZsmSJvH7xW1GpVL++0yviVSVMjQbW/RxxcwcY8ora/UUqFuYqzwInTpyIlZUVFy5c4Msvv2ThwoV8/fXXfPLJJ/j6+hIREcGRI0cYOHAgsbGxNGnShFOnTuHo6Ejt2rU5ceIEAwcO5OzZs6xYsYIno4OepagYFxfHtm3bnppF/1lUTYS6SUO7qguQarUaMzMzYmNjn3n8tWvX5H6MuJjCf9afRdRvi61fT0of3iP9h4/IvxKJUJaCJHHwsSVZN24DEHP5KkIIHj9+TKNGjYiJiSE7O1t22RgYGPD48WP09PQoKyujTp06ODg4oFAoSEtLo02bNnz99de0aNGCmJgY9u7dy+TJk2ndujXTp09/WmStth8Gtf2QgKifo4X8/f0ZPXq0vM+iRYu4ffv2U/f5pNZ8RWRMs2bN5ALe8L/auE3mH6H6zwu8RXdi0DG35faqkSzX0eVoxFqKiooYOnQo1tbWvP3228TExHAhxwAtIwu5LX0Hd3JjdlPN1pl169Zx7NgxXFxcCAgIIDAwkIiICJo2bYqvry+RkZFIkoSJiQnFxcWcO3eO+vXrY2RkhKWlJQqFgq1bt/LBBx+Qk5NDWloaISEhqFQq+vfvT05ODhkZGWhpadG6dWs8PT358MMP5ULgDRs2ZNy4cWRlZVGtWjVS446ha+1YfqFCYFDbn7TwDxClRViblWc+z5o1i8DAQBwdHfH09HxuLkQFXbt25cyZM7KU9WeffUaNGjXkgf7vyLRp07CysmLMmDEATJ06FRsbG0pKSti8eTMlJSV07dqVmTNnPhX1NW3aNDIyMkhNTaV58+ZYWVkRGRnJgQMH+OSTTygpKcHZ2Zk1a9ZgbGxMrVq1CAsL48CBA4waNYo6deoQFhaGoaEhb775pnxNSUlJDBgwQFZ4/fzzz2ncuDGAkyRJnYUQOwAkSVoHbBJC7Pyle3wlhl4IEQv86f4NT09Pxo8fz8SJE+nYsaOcqNOtW/nM08/Pjx9//BEo9x1u27YNgBYtWvDo0SNycnIIDg7m+PHjODo6MmLECFatWkVKSgoWFhbyY3FlnqWoePLkSTp37oyBQXlkS6dOnf6M2weedm2UWNVlx44lbBryPu09bNi1axfDhw+X5YR79uyJEIJLly7h7e0NgK2tLZs3b2bixInszbal1LwOxfdiyD23DVFWgqTQIuvoGiRdQxCC7FPr0TKtjvLhPe7euQk/hwbWrl2bCxcuoK2tTVlZGXp6euTm5mJqakpZWRkKhQJdXV0ePnyIlpYWFhYWhIaGcunSJdzc3LCwsKB///4YGxvLRvm3FhmpzPPi7V+UyoNMxQAD5SGpFe68GzduVKnIdPd2BNV7foKOefkisN4b7ojTG1Gb2HHo0E/UrVuXd999Fyg3ihMmTKBp06ZoaWnh4OBAq1atsLKyIjQ0lG3btjFhwgT09PRkP7iPjw+bN2/G39+f4uJiDh48iJOTEwkJCZiYmHD48GHatm1Lo0aNMDIyQl9fX/6/sLe3Z8qUKQQGBmJnZ4eZnRNFivJ+NHuzH1mHV6NVzRJL9ybo3Cv3xI4YMYIRI0Y81TfPGzQlSWLBggUsWLCgyufPG0z/DgwdOpRu3boxZswY1Go1GzduZO7cuRw+fJjz588jhCA0NJTjx4+TmZn51OTS1NSURYsWERkZiZWVFQ8fPmT27NkcOnQIIyMjPv30UxYtWsT06dOBcv2lkydPAuVrK8uXLyckJIQJEybI11S9enUOHjyIvr4+N2/epG/fvhWTzkzKJ9I7JEkyBRoDg37tHv9xEghPVj/675pdSMmx8iwQ/ucLrOwHfJbvUJIkmjZtyhdffMG9e/eYM2cO27dvZ+vWrVXqaVbmWX7GvzJM7EnXRs7pjSgLcukbXA+3unUIDg5m6tSpDB48mHfeeYewsDCsrKwoKFGSW6xCy6YO1k71mL5yK+FzxnHlzHkkPUNQlmIb9jnFd+PIu7AHA2d/jD3fImXlUAxcAjBr3IeUlUOh0uOnvb09JSUlKJVKysrKKC4uRqVSYW9vj1Kp5Pbt25SVleHp6cnx48dZv349tWrVYvr06YwePZozZ85gYmKCjo6OHJHzrCpRv1ZL19jYmIEDB9K2bVtCQ0Pp2rUr5ubmfPvtt3zzzTckJiYye/bsX+3b3zrIVK7I9GT5QoNaPli2G4PO40SgfGCowNnZucpv58CBA1Xabd68OdeuXUMIwfvvvy8PLjVq1CA5OfmZ19yyZUtZMO7J80F5VNCwYcNQKpU0atGONJvywd6wThCGdYIw0NFiXjdPYnesfk6vvD5UtiVZeRKLNuynvrnA19eXqKgoDhw4gK+vL1A+kN28eZPg4OBnTi4rc/bsWRISEmjSpAlQ7hpt1Oh/OaQV2d85OTlkZ2cTEhIClLuLf/rpJ6A8E3zUqFHExsaipaVV+XvMB1wkSaoOdAO2CSF+dbHjHyWB8GQa/937yczefwdj9+aMHz+eCxcuPPfYpk2byj7Go0ePYmVlhYmJCQ4ODjx8+JCbN29Su3Zt3nzzTRYuXPhcQ/8s3nzzTXbt2kVBQQH5+fnyaP+ivMzi1JOuDct2Y3hj1Pc4jNmEQqFgwYIFlJaW0qVLF3JycnjrrbcwrVETi8ErsOgymbLH91E6NWbip5+jY2ZL3T5T0LWqibq0EElHH6EsRZldSUxMUlD2IJEH22YBoGVaHW0rR/lpZsWKFahUKszMzBg5ciSWlpasXbuWM2fO4OjoiEqlIiMjAxcXF2bPns2+ffuwsLBg3bp13Llzh9jYWKKiomSj9luqRD2Lpk2byhEvKSkpsoxBRQTKb+FlCrY/6xjrBm1Y8eUXv+mclVm9ejU+Pj64u7uTk5PD8OHDX7iNJ5kxYwY+Pj54eHjQyKceyycPf2bfzpgx47VOxHrSlujUf4vZi1cwe9GXhIWFIYRg8uTJxMbGEhsby61btxg6dCh169YtV3B9IuqrMkIIWrVqJR+bkJBQJSy1QkhQCFGlUltlFi9ejI2NDXFxcURHR1NaWlr54x+Atymf2T+/oMOTF/Vnv/z8/MTL0HjeYeE4cbf8qt5zptCxriUMbZ2Fv7+/iIqKEo6OjiIzM1MIIURUVJQICQkRQgjx6NEjERoaKjw9PYWlpaVwcXERixYtEkII0b9/f9G3b18hhBCnTp0SkiSJhw8fCiGEiIyMFB06dBCJiYnC0tJS+Pn5CU9PT9G9e3dRr149YW9vL2bOnCkcHBxEjRo1RFBQkLC0tBT29vaiS5cu4vHjx0IIIc6fPy88PT1FUFCQGD9+vHB3dxdCCLFmzRrRo0cP0bFjR9G8eXORl5cnWrRoIXx9fYWHh4eIiIgQQgiRmJgoXF1dxdChQ4W7u7vo16+fOHjwoKjm6C60zW1FjQH/Jxwn7hamTfqW90mN2sLExER4eHgIXV1doVarhRBCTJs2TdRsHSZMm/QVZs2GCEnPSBh7txWSroHQt7ATLvW9hWPYUqEwthAotAVaOkLLxFpU8+sktM1qCJCEwtBUGNZtLAChY+MsancZK7p06SJ0dHSEsbGx0NbWFtWrVxdCCBERESFMTU2FgYGBsLKyEm+88YY4deqUMDc3FzVr1hT29vbi1q1bYtCgQeKrr74S3bt3F+fPnxeNGjUSXl5eIiAgQOTm5orExES5z34NIyMjkZycLAIDA8WVK1fEoEGDRGhoqEhNTRWurq4iNzf3N//mtl9IFo3nHRa1Ju4WjecdFtsvJP8hx2j4c3nSltQcv11oW9gLPXNboVQqxf79+0XDhg1FXl6eEEKI5ORkkZGRIVJSUkRRUZEQQojt27eLzp07CyGE8PDwEHfu3BFCCPHgwQPh4OAgbt68KYQQoqCgQFy/fl0IIarYJyGE8PT0FCdOnBAhISFi4MCB8m987NixYuHChUIIIb799tty+SYhBBAN2ADpQJb4jTb3H+W6+S0Lc5Vjc/39/eVwMAsLC7Zt28bDhw8JDAzk5s2b8n4//PCD/Hfjxo3l0EH4n28xKSmJR48esWPHDpo0aUJYWBhhYWF8/vnn6Ovrk5CQgLGxMR4eHlhaWrJhwwYiIiKYOXMmS5YsYciQIaxatYrGjRtXyciE8oSbS5cuYWFhgVKpZPv27ZiYmPDw4UOCgoIIDQ0F4NatW2zZsoVVq1YREBDA+vXrGb14PV+v3ULO2S2Y+IdSnBSHU9hiPu0dwJJxbzNjxgw6duwozxwUCgV58uRAArWKosQL6L1RH9OG3bi5YQoRF1Pou3MBko0LhvWCKUm5iklAF/JidoGWLtadJ5IffwQU2mjpGeIsZVDNuBrdu3dnw4YNDBw4kJiYGC5dukRwcDA2NjZcu3YNSZLIzs7GzMyM0NBQGjZsyJdffomzs7P8Ha1fvx43Nzc2bdpEQEAAubm58tPC83jSnadSC+zt7cnKymLfvn00bdqUx48fs3nzZoyNjV8o3PJlKllpql/9/XnSlkhaOujX9EShZywvZl+9elV2uRgbG7N27Vpu3brFhAkTUCgUVVyMFZFftra2REZGEh4eTt++fSkpKQFg9uzZ1K1b96nrWLNmDWFhYSQmJlb5fOTIkXTv3p0tW7bQvHlz+SkAQAiRIUnSPUD/t97vP8rQV/hM1aXFPNwxH2XeQxBqnFoNpFat94mOjsbKyoro6GjGjx8va5ikpqaSlJQka5k8ePAAHx8fli9fzrVr11i1ahWlpaW4uLjwww8/YGhoSEZGBu+99x537twBYPr06Tg4OJCYmMi4ceN49OgRR44cAaBHjx54eXmRmppKSUkJ7du3p0GDBpiamtKzZ0+ys7PJy8urWDWnX79+7N69W76vVq1aybHN4jn66QBOTk54enoC4O7ujqmzLz9eSEXbuhbKnAzUJYUo9I3oGeSMm0EeZ8+epV27dmhpaXH06FGGDBlCamoqZUo1CmNzjH07IlRlqHIzUeU/ouRuHNc+6Ubsjo0UP0xGKysNdWo82uZvkHXsu/KLVZWSuX3uzwuzKpRp1zjx003KyspQq9WcPn2a5ORk1Go1S5cuZcSIEdy7dw+FQoGhoSE1a9YkKCiIrVu3smHDBkpLS9HT06NGjRrs2rWLjz76iKysLIYNG8a9e/cwMzPDxMSE//znP0D5IuDOnTspLCzk9u3beDR+i2s1O8s+/JTsIkqUaiIuptCoUSOWLFnCkSNHePToET169KBHjx5/8K9Uwz+BJ9dfhFBTknqdOqGj8PDwID4+njFjxlBWVkZ+fj5Hjx5l1apVREZGUlxczDfffENwcDBXrlyhYcOGlJaWoqury6pVqwBITU1FkiQUCgWBgYF06FA+EW3Xrh1t27alqKiIHj16MHPmTOLi4mjWrBnDhg1j1apVcsSOtrY2Dg4OTJ06lXnz5lVkQbtLknQaqAuc/a33+4/y0Vf4P4sSY9AytsAu7HOc3/uK6e/1+8XjYmJi2LFjB+vXr2fnzp04OzsTGxtLcHDwc1O8P/jgAyycfTDuu5icNrOYdeIx+UWlcpbo6tWrUSgUFBQUkJiYiLOzMxkZGTg4OLBu3boq/nbxK4u1lUfrdevWyfrpsbGx2NjYyGqPlReCFQoFexMeUlSmKp+tq1UYOPkh1GoWj+jMtGnT5PR7gOvXr3Pv3j2GDRtG72FjURdko8rJACHQMrbAeVQ4vo2a4ufnx8KFCxk7diytu/fHpmk/SstKUKbfACScnZ1xdXLAiGIkyiNQzMzM6NSpE9ra2hgbG9OvXz/09PQIDw+nf//+rFy5EgcHB5ydncnNzWXXrl1AuXRx7dq12b59u3yPWlpaeHh44OPjQ4MGDTA3N2fDhg1yZajx48cTExPDpk2buHz5Mnt3/kjeo/SqHSpJLNh/neDgYJRKJS4uLjRo0IDHjx+/0NqLhr8nEyZMwN3dnQkTJrBy5Uo59+WF2qi0llL68B6pX72LsZMvY7o0fub+2dnZbNmyhfPnz7NkyRJZr2jlypWMGTOG2NhYoqOjeeONN57KJtfS0pLXB+fMmUN0dDSXLl3i2LFjcj5PBZUjdi5cuIC/vz+LFi2iuLi4IlorDXgDSAR+86LeP2ZGX/F4XlSmQr+6E1mR31J25geGDezF203rMfUXjg0NDX3u4398fDwff/wx2dnZ5Ofn06ZNGwD2HThEjffe5v63U1HlZpJSUoQyO4NjJ05Ru3ZtUlNT5RT/8PBw7ty5Q1BQEDk5OTRv3pwWLVqgp6dHSUkJrVu35sGDB3z22Wf85z//Yf369aSnpxMQEEB6errsukhLS2PWrFnk5OTg6+vLu++++4v66VkFpVTOw5O0dbDpNRMJ2PKzK8vY2Jj8/HxGjRqFo6Mjy5cvB+DM4T3kKfORtLRRF+VQumcWKmMDLCwsKCoqYu2GzTzOzUfL0BRdOze0zWwoPbGWnIJiVI8fU1pairOzM/fv36d58+bUqFEDGxsbGjVqhJmZGTo6OhgYGJCbm8utW7fIy8tDV1eX1NRUtLW10dPTk7MI/fz8KCgoQE9PD11dXS5fvsz58+exsrIiJycHFxcX2RUD5QutFQlVWuYOKHMfoG1SLquhKspFoW9ManYRQycNZejQoQDo6OjIMcka/tl89dVXZGZmVpn4PMmvqYZWuNYW7L9OKjVpOGk9E9q44mNexrLnHFNRlczPz092ETdq1Ig5c+aQnJxMt27dqFOnTpVscoCioiKqV68OwObNm1m1ahVKpZK0tDQSEhLkGsnw/Iida9eu4eTkRHJy8mMhhL8kSaHAsN/SX/APMfRPxoprmdtR+53ltDdLY++aRShT4tHW1pZ960/qnVeeMT/J81K8C8tUFJepsWw3Bi2DapQ+vE/at++j1DMlIyOF9u3bs3btWmxsbNDV1SUuLo5OnTqRkZFBcnIyBw8epLi4mI8++ojhw4dz6NAhOnTowLZt27CwsMDIyIioqChWr17N1KlTSUxM5Mcff6R3795ERkZSVlbGhQsXflE/3dxIl5JnbDc10KHJ/CPELH+fsjIVPjMPcPt0EqVZhbzhVId2bzUj/d4dTEweYlbNiLy8PLIyUjHWdSAzM5OWLVtyqdgSRewRJF1DStNvUnD1GACSnTuqW2dRq9WUlpaiVqs5fvw4Y8eOJTU1le+++w4tLS109PTJzs4mOzdfDmWsiLVWq9UUFxdTWFgo68dUqENWxCXn5+fz6NEjlEql/Iiso6ODjo4OurrlCWFr166lNO0aj/YsQd/RG5NGvcnYOAUtI3MywkfhuWcSYWFhjBs37td/ZBr+FL7//nsWLlyIJEl4eXkxe/ZswsLCyMzMxNramjVr1lCzZs3nSkqHhoZSUFBAYGAgkydP5urVqxgbGzN+/HiaNWtG48aNOXXqFKGhoVy+fBkDAwOuXbvG3bt3WbNmDd999x1nzpwhMDCQ8PDw8gijL9fzf/Mn0HtJKYZmVhiVlNuPffv28emnn2JgYIBaraZWrVpA1bDtfv36ERgYyJ49e+TkPyEEgwYNYt68qmqqiYmJLFy4kKioKMzNzRk8ePBTtkr8HLGzYcOGKttjY2OfG6HzW/hHuG6ejBVX5j2iBG2itD3ksMpatWoRExMDICdG/RaeleIdcTEFXQcv8i7uJS9mJ6nfjiLzx9kgBCV5j+jatSu7du1CpVLJC6tqtRpHR0fGjh2Lvb09ly5dwsTEhOXLl+Pj48O4ceOwsbEhPDyc5ORkcnNz8fHx4YsvvsDIyIibN28SEBDA5s2b5R/Md999x9WrV6lVq9ZTypLh4eF8On4YBjpaPD68GklLh9SvR1IYt4+CUiVnpndA194NdWkJ19dMQMvMhtKCbFKSbpGQlI5SqSQrK0sO26r4QatUKn766Sdy8vIRyjJ0rGsi6RrAz4Oojm8XlEolarWae/fuoauri5GREffv30dfXx8LCwv0DI0oFj/PIRQKyh08YGBcDX19fdRqNdWqVcPDwwOgPOTT1BQjIyN0dXVp2bIlNjY2uLi4ABAQEIC5uTmmpqY8evQI+J/YmneDhth2HAsKBSX3L2HdeSLa+kas/+kkly9fZsiQ35ekvWzZMurVq4e5uTnz588H/if9/CI8K/nu38aVK1eYM2cOR44cIS4ujqVLlzJq1CgGDhzIpUuXePvtt6sICD5LHXPnzp0YGBgQGxsrx6NXJjs7m2PHjvHRRx8BkJWVxZEjR1i8eDGdOnVi3LhxXLlyhcuXLxMbG8v3Ry7z2fx5mPeYhe3gpYjqrqQmJ/PN/mjeeecd7O3tGTJkyJPhjTJ37tyhdu3afPDBB3LyX8uWLdm6dSsPHjwAyuVX7t69S25uLkZGRpiampKRkSHHzFcmKCiIU6dOcevWLQAKCwu5ceMGbm5uJCYmAlQ8xvR9kb7/R8zon1whL8tM4sHRNaRJEnNqWrJixQo5HX3u3LkEBgb+5rafTPG+cjeDyT9exuKtYTz4cS5lD+6gZV4Ds5CBPNq9CBu/Nhw8eBAvLy90dHQICQn5f/auOzyKcnu/M7OzNbtJdjeFdNJ7JRBAEjoIKAI2BKSJNJWLgsiVoiLiFRSEiwVFf4iC3KCUKwIigoKioiTSlB4FpJPed/f9/THZSSEoorfo9TzPPMnufDPzzew35zvfOe95D8rLy1VkjsViUSPxJPHOO+8gJiYGq1atwpw5c3Dbbbfh4sWLeOmll64YqPfccw9effVVHDlyBEOGDMHkyZNx9913X7Xv7uXnU8IUXKiR4WcS8c3fx0IX3Q6srULpng0QZB0kiw9KP8+Fu/LIru1bEB0ZiQsXLuDy5csAgPHjx6vntVgsKPn6n4DLgfL92yBq9YCsA6odOLNsArSSqFo05eXl+OGHH7B582ZUVFTAw8MDHqm9ULJ9hXIyR/0LUlpUqP7v5hdy37fD4YDD4YAoili3bh1Iqpb7hx9+iHnz5mH27Nnq6sy9PC4vL4fxh+NwVDkhGT0RkZGD72svY+trT0Pfu7eaRHe98sILL2Djxo1XLZISFhamggDcbrJ/pfyrr9GuXbufzCx2779WAq6GiCjh4Cak39ADdrsdgIKy2rVrF9599114eHigsLBQDf1sRPQAACAASURBVLoDCjvmkiVLVHDEtUjTd+qmm26CIAhISkqCn59fIzBDQUEB5qw5gOqLP+DsW3VZqU4HZJ8wjLujF4xCLbp27QpBEODn59fs9VatWoU333wTsizD398fM2bMgNVqxZNPPonu3bvD5XJBlmUsXrwYWVlZSEtLQ0JCAsLDw1X3TEPx8fG5KmJnyZIluPHGG6MFQTgA4J8AEq/poQC/Dxx9U8yre2s3Z+svOs8vvZZP/2k0RGQydMp7DLjnRQqSzL88uZChoaG8fPkya2trmZ2dzfHjx5Mkhw4dytzcXPVcU6dO5fjx41UM+549e0iSL7/8Mvv27cuamhqS5KFDh1hWVsaCggLW1taSJOfPn88JEyZcU59nzpzJ5ORkJicnU9Aa6T94HiGIhEbH0Cnv0XbTJEIQ6D94LqHRUbYFcceOHRwyZAgFQaDFYuEPP/zATp06EQDtdjtNZgshiNRYAynbQ6kLTiZEiTcNGkWNRkNRFCmKIgMCAhgfH88TJ04QADNu6ExRbyZEiRBE2vtNIwBC1tOU2JkAOHDgQP7tb39jREQEAfD06dPMycmhRqNhZmYmN27cSD8/P+bm5lKWZX711VfqvXp7e/PChQtcuHAhH3nkkWafR2lpKVevXs0+ffpw+PDhv3AE1Mvo0aMpyzITExP53HPPMTMzk3PnzuXMmTM5d+5ckmRgYCA7derE9PR0iqLIb7/9liR5/PhxZmVlsVWrVpw2bRpNJpN63qZY6l8iDc/zn5RryWtYs+cUY6dtVN8nr0730Nb+zkZ5BTabjTU1NTSZTKypqaHdbid55bvU8L4b/t/wt8jJyeHu3bvVfQ3P0bS/7n2+A6bTGJd9hW5pMWwhs7Oz1fbr1q1j7969f9Ez+lcIlCDs3/kLde7vwnVzPRmK1yuN+E3qUCw/vnYfina8ifjUDPRtn6TyhXTt2hXx8fFqYLCpTJ8+HbW1tUhOTkZiYiKmT58OQHFV7NixA76+vtDr9Wjfvj1KSkrQo0cPxMTEIC0tDa+++iq2bNkCg8GA2267DWVlZZg3bx5iYmKgN5oge3hBkDTQWux4/c230bZtWxQWFoKOapxf/ThAF+B04PQrY1D8WS5A4tyq6YCzBrWXTmHfvn2q5VxSUoLo6GiUlpZCEARcvnwZ5aUlAF1gZSlqC3+E4+IJwOXE9vVvw+VyQaPRgCTKy8vhcrnw+utKgt7Xu3bAVVVWB790QecfAYgSUFuFiu8Ufo+1a9fi2WefxY8//qg+DzfO/uDBg6qfv7S0FHq9Xq1etHHjRjUge7Xl8cWLF+FyuTBgwADMmjXrJ7Olf05eeuklBAQEYNu2bfD29saRI0ewYMECvPDCC/j8cwXZdunSJcyZMwdff/01dDodxo0bB0DhRDp37hyqq6tVlyKgrCBPnz6NW2+9tRHL6bFjx9CzZ09kZGSgQ4cOjdg+27Zti8zMTHX8/CvFvWLo0qULUlJSYDab0bJlS5Ud1mAwICcnBzfddBMKCgpUFtTmKlHN3XwIJ9fOw+Wtr+DsyqmoPX8cRQe2Y9SwIUhKSkJCQgLCwsLw9ttvA1A4qmpqapCVlYXKSuU9bOgm69ixI6ZMmYLKykpER0ermc81NTW4/fbb8dVXX2Hq1Klo06bNFWSEV5PQ2FRUn/oWtYXKWHTVVqH28mmEhkfhxIkTKjleU5/5r5GCggLExsbinnvuQWJiIgYNGoQPP/wQ7du3R1RUFL788kuUl5djxIgRyMzMRFpaGtatW+d2HwUAuEMQhHxBEK70XV1NfunM8Fts15MZ++/KNryW1YM7W662tpZ9+vThu++++4uu4bZ+d+7cSZIcPnw4586dq1okFy5cYIcOHXjgwAEmJCTw6aef5uOPP86nnnqKJrOFOv8ImjNvITQ6WtreTkHW8+bB99LHx4eCIFLyDlCsaEFS/koyRQ8bDTHtlc8ArV3vpag1UBRF+vn5qRY6AAYGBtJkMlGSJOp0OgKgJEk0Go189913CYAGg4Emk4nJycnU6/XqPYlGz7prK+cStMa6awrqtQHQ19eXkqT0T6fTUaPRqPvsdjs9PDwYFxdHjUbDNm3aMC0tjT169KBWq2VCQgLvvfderlixgikpKfT29qZer2d4eDgfeughpqWlMSUlhSkpKXz//fd/1Xjw8vJiREQE4+PjGR4ezrlz53Ls2LHUarVMTEwkAEZERDAlJYWCIKj9EASBP/zwA51OJzt37kxBEBgdHU2bzcagoCCeOHGCkZGRqjXauXNnHj58mCT5+eefs1OnTiTJm266icuWLSNJ/v3vf/+XW/Qmk4m1tbUsLi7m6tWrOXjwYEZERNDlcrGoqIiiKPL8+fM8ceIEg4KC1BWTO5OcJB999FEuXLiQYVPeoymxCw0RmQyZvI6hU96jPrwVRb2ZycnJHDp0KPPz85mVlUUA9PLyYmxsLKOjo5mcnMzbb7+dLVq0oJ+fHzUaDXNycvjggw9Sr9czNDSUFouFbdu2pYeHB++9915mZ2ezT58+6m+SlZXF3Nxc/vjjj8zMzKRer2dCQgI/+eQT1aJfs+cUgwfNodY/irJPGGWfMAbePpNr9pzixo0bGRMTw/bt23PKlCm/mUV/4sQJSpLEvXv30ul0Mj09ncOHD6fL5eLatWvZt29fTp06lcuXLydJFhYWMioqimVlZddt0f9uFP2/S5ouN0OnvMfYaRsbTSwPPfQQU1JSGBMTw/vvv191zfzced0TVfrDb9HuH0CS/Nvf/sbx48ezb9++DAwMZERcMmPvfpKC1kixTkna7Xba7XbecccdFCQNNfZQClpDY2XeRJG6FW39Z4myPVRxqQCERlu3T6Ss1dFmsymKWRAYGBhIjUajKi6j0Uiz2cywsDCSpCRJNJlMFEWRdrudFouF33zzjTIBuCcTQSA0OuojMtU+aLVa9f/hw4cTAAMCArh7925u3bqVkiRd4dZwfz548CD79OmjurvGjh3LZcuW8auvvmLXrl3V9oWFhb/JGGg3Zyv9hy4gRIkBY15jeN8HqJG1bNGiBbVaLbVaLT/88EOKosj27duTVJSky+XiQw89REEQaLfbmZKSQovFQkmSOH/+fA4cOJAAeOHCBU6cOJFz585laWkp9Xq9OjmlpKQwNjaWJGm1WtV7Li4u/pcrer3ByKwnN9Oc3pt6exA1GpmSJHHNmjXct28fATAlJYVxcXHU6XTs1q0bSXL79u284YYbmJiYyLCwMI4ePZrt5mylKbELbb0mqu+S1i+CaQ8ta3RNt5GwY8cOkooLpnXr1rx06ZLqmhk8eDATExO5c+dOJiQk8J///CcjIiI4ZcoUms1mfvTRR3z55Zc5a9YspqWl8dNPP2VGRgaPHz/OefPm8cknnyRJOhyOKygw/t2UFe5J3i1Dhgzhm2++SZI8duwYU1JSmJGRwYSEBHU8BAcH8+DBg9et6H8Xwdh/pzTC19al1E/uEdMopf2XIi6awkPPlVShqMKBtXmnkZ2djSlTpsBqtaKwqASOagmW0gpoLD4wJXRE0cfLMGzSLMydMqaOClc5J2sqAUmLoHGv49Tfh8AQlYXKw5/B1usv8Ejqiu+fuRmAAMHoCVaVQtAaYErqiqLtiotFtgah9vJpwFEDh8MBu92OwsJCWCwWFBUVweVyqZzybihlYWEhUlJSYDAY4O/vj6KiIly+fBmCIGDUuwrev6ogH3CnUjlrUfW9wuqYlZWFoqIitbRhbm6u8izOnVMTrBpSTzSVq2GTb7rpJhw/fhz3338/ev8Gwde1eacx+pEncfmr9yDKOggaHURZh4tnT8MJAR363IF3X/87RFFEt27dAEBd3rtcLrRr1w5HjhyBLMto0aIF8vPzERwcjNraWpBEVFQUvL29G13z5+oFnDp1CiNGjMDp06dRUVGB559/Xk3SGTNmDKqqqqDRaPDCCy+gdevW+O677zB8+HDs2bMHs2fP/klysobBUk+DjGqHC0c+2whnRQl8h/0dOtbg7KujMXv2bPTp0weiKCI/P18NxroZN5uDKU/uEYOhKwUIcj3eXRCAUR3Cr+iHIAgqH3tOTg5ef/11bNu2Da+88oo6FnU6HWpqalBaWoqsrCw4HA7cddddeOGFFwAo7J979+7FqVOnMGzYMNTW1qpothEjRqC2tha33HILUlNTG13730FZ0fA5W1mMata7ot335v7f4XBAkiQVyPFbyO/CR//vllvSAvHpI51x4une+PSRzr96EDSFhwKAo+Q8Zix5FxkZGdizZw8yMzNR7SQ09lCIkozawh+hsYcAALZeMmP//v1K7U26FI54rRFw1uDMW1MAQUDND4pCvfzhEvz4xoPKRUQNWFEEuJxgdSWKP12p+MsBhZHSUQ2IIghFmQuCgHvuuQd9+vRBUlISYmNjcfDgQXTt2hUBAQEq3E2SJISHh+PChQtIbtMBgocd56pESB426EOSIVns8Gx3B7xyhsH31pkQNDp8tWcPPvjgAzidTiQmJqJVq1bQ6XSIiorCihUrMG7cuCvKsC1cuBCnT5/GmDFjQCrYZDcj4KFDh/DYY4/B29sbe/bsQceOHbF48WLcc8891/UbFRQUIDExEY+tP4DLX70H39segymhs7pfKboiYteJQmi1WrhcLuh0OgQEBCAuLg4pKSmorKxEy5YtsWLFCpUuw12CkaTKckqyEcupxWJR6wUAyipbpT1u3x4bNmzAs88+i4kTJ8JoNGLx4sU4ePAgHn74YcycORP5+fl44oknVMSK1WrFwoULf5Z9simDY1GlQm/sqi6HZPSEs6IYxT98i9LiQowaNQpffPEFSKoVrkiqNWSbgynfkhaIjFBvWE1alR2zV88eOLRttVoHOOQvqzDgxc/cgLBGMm7cONx+++146KGHMGrUKLhcLsUN0USMRiP+8Y9/gFQyp2tra7FixQqcOHEC3bt3R3Z2Nj755BMEBgZiyJAh15VJ+2uk6XM+V1KFcyVVWJt3+qrH9OjRA4sWLVLvNy8vz73LCeAX18b8U9H/G6QpPBQAZFswTnz+PrxCYgBRo5Ql1Bog+4aj5vwJiHoPlHyqBIDynh2GmwbcgRMOL4gGC5xll8CaCgAC/G5/HJLeA6Krjnff6UDt2aMACVFvAkSNgoOnE6ythNY3HBAE0Km81KLRG1oPL6xYsQJBQUHw8/ODxWLBwYMHcezYMXz55Zew2Wxo166dSiXQu3dvnDp1CsnJydj/TT480pQsXF1IEqq+/wbOkgtwlCgF2isOfgxjXAc4amqQnJaBmJgYHDx4ELIsIz4+HidPnsTgwYPVVYTZbEZhYSGeeeYZzJ49G76+vrDb7XjzzTexevVqrF69Wi1OMmHCBGRkZODzzz+H2WzGkSNHsHLlSowYMUKFpoWFhWHmzJlXlJa8cOECunXrhvT0dIwePRrt27dHYXkVjq2dD0fRWVx4ZxYcJRcgaGSUfrMZnm3vBFwunNy6HLIsqwRUGo0GM2bMwDfffANRFPHQQw+he/fusNlsIImqqiqIooixY8ciMzMTcXFxKCoqwvDhw9GqVSs1kP/WW29h6dKlSElJQUJCAtatU4r5Pv/883jrrbcwevRotY5uXFwcTp8+DUEQUFJSAkDhNg8IUIqd+Pr6IjMzE7Is/+S4bM4AgSDAFN8R1WeP4NzKR3Dxn3MBSYEHPvHEE9DpdJgyZQpuvPFGHDt2TIViumHK3bp1a5TkF2I1Yna/JNVoemPR3/DNsdO4o0d77H5uJKq+34tzJVUAiaf/TymS9Omnn6pwRqPRiOrqajUgb7FYYDab1WDr22+/DavVigsXLuCLL77Ak08+iaSkJHh6euLw4cMoLy/H999/j2+//Rbr1q3DyJEjf1GAvqioSF0xXK8095xJYu7mQ1c95mpADgClAOJ/aTBWaG6GvB4RBEGCQqF5mmSfn2rbqlUrXmtU/I8gTYtROIrP4fzqxxEwUhlAxR+9gtK8DYgZ+hRKDC1wZtmD0PpHwLf/NPzw3K1ImbYOVbUuVNY6cXbFI9B4B6B87wcQZD3azFwHj6//D59uWovKqmp4pPWCIOtQ+sU7EE1WuGqrgNoqGPQ6SLIWDnMLVJ09BnNKdwhaI8r2bEDnXjdjy5qVyMvLQ1paGh555BG8/fbbjZhAG0pRUZFqhbd8ZEMja8xRfA7ncx+DLjgB1ae/g+wdAFufB/Hjq2PhLL0Ia53boqqqCmlpaThw4ABKS0vhcrnQtm1bnDt3DiUlJaiqqlLL1rkrenl6eqpIHafTCQ8PD3Tq1EnNQvbw8IAgCKiurobVasUjjzyCRx99FHq9HpWVlWpy1+7duzF79mwASo3dmpoafPfdd9D7BMNvxIs49eIItBg6H5LRE2dX/hW1Fwqg9YuAZLah5sTX2Pr+OsyePRtbtmxBTEwM7rzzTsyYMQPr1q3DxIkTERgYiKysLOzevRvbt2/HpUuXMHDgQFy8eBFt27bFe++9hx07dqB///5YsmQJ0tPTr3ksFRQUIDs7G/v378fp06fRo0cPkFQJ5UJDQ9W27uLhV7Psm/52zsoSnPm/CQga25jiPNDLgE8fqV/d/BzW/uek2fch9zFYI1LgW/k9oqKisHz5cgwdOhRffPEFoqOjERwcjOPHj2P69Okwm80YNWoUTCYTOnbsiI8//hgfffQRtFotxo8fj6VLlyIyMhJ+fn5Yu3Yt1q5di6lTp6K4uBjp6el44403sG/fPhw8ePAKJtmm8lsU7G76nN0iADhRR1VyrSIIwtckf3E1v9/SRz8BwLcALL/hOf8Q0lyVpIYi+UXC6XDAdvozHNuTD1dVKXQtYlBZkA/WVuGbJ3pDMvuAjho4ywtRfVIZdDpPOz6f1kOlf9AbDSjbU8+K6SpXkqG0dYoOlZUQSksBulD+7Q4Edx6MkpoKfLj2bQjC25AkSVWkZ8+ehdFohNPphL+/PwoKCrBs2TK8//77OHbsGPLy8vDaa69BF38LKnzicGrxUEgmbwCEq7oCNWeOQNQZ4ZU9BKKshymxMyStCUsn3IS77rpLpTdISkqCyWRCZGQk4uPjVevp/PnzCAgIwNGjR5Geng6dTodVq1ahZ8+eqsIfP348PvjgAzz77LO477778PDDDyMvLw8FBQWQZRlJSUlwOp0IDQ3Fpk2b8M0332DixIl49NFHsWfPHlRVVeHll19GTk4ODAYDHM4rYwT64AQYwlvBs01/GGQJ5Sv/guDgYGzatAkeHh5qQRMA6Nu3L/r27XvFOWw2m+rLvuuuu+Dt7Y3u3btj6NChjZT8zyVDlZWVYcCAAViwYAEsFgumTZuG+fPn4+TJk7DZbBg5ciQ+/PDDqx7fVBoyODpKL+HcyqmwtO7fqE1zMOZfW6qxuRUuBAGGTmOwt4HiM5lMeO6551TG0YKCAvTs2VN9ZoGBgTAYDLDZbLBarSAJg8GA1atX4+abb8amTZvQpk0b2O12JCQk4MiRI9ixYwfKy8uxdu1a7Nu3D6tWrcJjjz2Gvn374sCBA2oWrMvlwjvvvIPp06fj2LFjSE1NRbdu3TBz5kz07dsXhYWFqK2txZNPPtnsb95Qrqcc5m8tv4nrRhCEIAC9Abz6W5zvjyYNqyQBgMbTT7XmAUAfFA8AmDNtEt7etBM+yR0BOlG06Xk8/vIq0OmAaPKCqDPBmNBRyVIFoEvoikcffVStDWrz8kJSZnvIZqvqi5c0MvTa+mLhd96prPZclSXoH62cx2az4ejRo9Dr9QgPD8fixYtRXV2NefPmYeTIkTh16hRMJhOmTZuGDz/8EKWlpSCJPXv2oCD3KTiO7wZrqiAIApyll2BOvwkthj0PY1wOziyfhJML70JZ3kZYDDIKCgrg6+uLQ4cOwWw2w9fXV60mlZ2djZDIWLR/+iOkTc2F0+lEcmo6SkpK4O3tjSeffBKiKOLs2bOQJAk1NTXo27cvtFotzGYz8vPzMXbsWLUmsM1mQ01NjUqRMXToUBw8eBCnTp2Cw+FASUmJWsZNFEUIzvoSfKqIEgAXCv/xKEbGulBdWqjW/qypqVED8zNmzLgmJbtixQrk5+fju+++w9SpU6/azu3DbvnIBrR/+iOs/rIAAwYMwKBBg9SayMuWLUP//v2xYMEC9OzZE19++eXPXr+hNMxP0ZhtCLx3CWyZN8PbKP9kNS83ncP27dvRsWNH3HrrrYiNjcWgQYNAEhs3bsTtt9+utt++fbtaR/mDDz7AxRWTceb/JuDC2jlw1SgK0FlehHOvj0NycjImTZqEzz77DOvXr8fkyZORmpqKY8eOYdKkSTh06BBiY2NRVlaGNWvWYM6cOdi2bRtat26NyspKZGVlYcKECUhJSUHfvn3x/PPPY+vWrfj000/x448/IjU1FYMGDYJGo0GbNm2wbds23H333Rg7diy6du2KgoICTJs2DV999RUCAgLUfJGgoCAcOHAAGzZswJo1a7Bnzx5s27ZNZVW91ufsln9VHtBV5ZfCdJrbAKwGkAGgI4D3fq79fzO88l8tzeH0A8cspdbTl8uWLWNSUhL9AkMoe3hT6x9Fc0g8IUoUPWyEJNdVeaqHUGo0GkqSpGLgtVotfXx8VCijGwePOuhkcHBwIyy7IAgURZFarZY2m43BwcFcuHAhBUGgIAiMiYmhVqulv78/vby8CEC9pvt6Gq2WECVqfCPr+6bRUaqrSBUw+lWaEjtTYwtiWO+xbNOpJx944AE6HA56enryscceY05ODqfOf41aeyhDp7xHXXAiIYgU9R70tvsyPT2dkiSxV69e9PPzoyzLNJvNnDx5Mjdv3qxC/bZs2cJ27doxJyeH27Zto1arpd1uZ1hYGNu1a0er1UqSHDlyJD09PUmSmzdvJgCavW2MnbaRksWXQfe/pWRI9p3MlrGJNBgMbNu2LQVB4JAhQ0iSsiyrOPjmZOTIkTxw4MA1jw03dHLFzkM0hqVQ6xdB2R5Ke79HaUnqwp633c1evXoxOTmZCQkJDAgI4H333UdZlhkWFkYPD49G52uYNXo1uR5oobuf27Zto8Vi4cmTJ+l0OpmVlcUdO3awtraWwcHBLCsrI0nefPPNDAoKUvNDRkx6nC1ufoheOcPoecMg+vSfRkHW892vT5JUILIjR45k3759G2XHDhgwgDabjZWVlfT29uaiRYvYsWNH+vj4qBj3devW8ZZbbmFeXh6TkpLYv39/kuQDDzzA0NBQkmRGRgYDAwNps9mYkpJCk8nE7t27c/ny5YyIiKDVauXhw4eZm5vLnJwcJiQk8MyZM/Ty8uLKlSs5fvx4JiUlMSUlhXq9nmfOnPnZZ/ZbQTgBfMXr0dHXc1CjEwB9ALxQ9/9VFT0USs2vAHwVEhJyXTf5R5DmcPqBY5bS5G1ndHQ0l23dqyRwBMZR1HvQq+MIShYf6kKSCVlP3ztnE4JIQdYxcPxyPvbYY6pCDwyLpMbkSdkvnBqTkrhkNBrViUCj0TA3N1elMNixYwd1Oh1jYmLUhCWdTseIiAi1jcGg4PUTEhJ444030mw2q7hwQRA4ffp0enh48OWXX2ZISAi1Wi1FUaTNtwU9I9KpDYhV+qszEaJMjT2Eos5EAOokMnLkSGUCsdgVnL9YnzyFuhwBDw8PJSGrbkKTJIleXl4URZGCIKgTmftvRkZGo3P4+/szKCiIAJiUlKS2DQkJYWRk/QTlYfEkBJH6lunUWuyUtTp1Quvbty+9vb3p7e3NhIQECoLAm266iWTjdPsNGzaoiTb333+/qoTKyso4fPhwtmrViqmpqWqZyNdff539+vWjJEmMjIxkiw63Mvgv/2DolPdov/lhNfdB0Mi0Wq1MTExkt27dGBUVRYPBQEmSmJaWplJFnDlzhoGBgTSbzfT09GRgYCCLi4t/9bh1KypRq+eaPae4bdu2RjkMY8aMUZN8Ro0axZUrV7K2tpYWi4WzZs3iP//5T1W5hkXH0+AbQo+kbowf+QxlrZaenp7s0KEDq6ur1Wc6+ZmX1OtaEzrQ4mVlXl4ePT09+cILL7Bjx46Mj49Xn/GKFSvYokULhoeH02g0MiYmhiQ5bNgwyrJMkkxPT+dTTz3ViLrEjWM/evQotVotW7Zsyf79+/OZZ55RqRP69evHcePG8fbbb1dzG0JDQ3nixIlf9Wx/ifwnFf0cAKcAFECpY1gB4M2fOuZ/2aInyUfX7GVYE0UPgB373Mp2c7bSI7k7vToMIQSBPnfMIgDKgXEEBBrjcyhoDRTNNkbeOplxcXFKklNYpGIBGz3rk6nqEqU0Rk8lgQmgh4eHqhwnTJhAWZZVZe7mvQkKCqJer1euK8sEwE6dOrFLly4URZF6vZ4Wi4WCINBoNDI8PJyxsbG87bbbVAUaFBTE6OhoSjoTIck0JnSioPcgREmx1uv6J8tyPcdO/2lK4peopbXnA0obUaJosNDT05OiKNJqtVKj0dBut1OSJJWLxmQyUaPR0Gw2q/fSr18/dVJy9xt1SVqPPvooO3XqRL1eT5vNRkmS6OPjQ1mWuX//fqalpbFXr14cPXq0unoxmUzs2rUrg4KCSJI+Pj6cOHEiy8rKGBgYyJCQEMbFxdFqtfL48ePMyclh9+7d2bt3b65YsYJ2u52BgYF8+OGH1WxHo9HIPn36qBNkQUEBRbOdpsTOlG3BipKXZAaNX07/Ic8xLCyMWVlZnDZtGknF+tVoNCwoKPiXjdemxokg6xk7bSNjUzJpsVgYHx/Pl19+mePHj+eDDz7ItLQ0tmzZkj4+Ply2bBl1Oh0FQWBYWBhDQkLo4+NDf39/Pvvss8zMzOS2bduo1+uZmJioZmpnZ2czo0MXikYLZZ+WhCSrY+bG2++mKIq0WCz09/enzWZjx44dSZIRERHs168fKysrGRAQwIAAJTExNTVVVfRTp05l586dOW7cOJJknz59mJuby2PHjtHlctFkMnHChAns0KEDFy5cSLdh2q9fbKovgwAAIABJREFUPw4bNoz33XcfSfKjjz4igP8NRd/oZH+6bq5JmrpvAscspWj0osE/QinsHd2OwQ+upqA1UrIGKS4b7wACAgWdkYKsJwSRUp3VLUkSLS1T6l4GgdDUvxSKstSombNuixgAu3Xr1qhdQ5dMQ3ePW8m53T0NM1wBUOvl13w2bgMXk+wXSUFvbmSlq31xW+I6Y10/RUoeNmUVoNESUn2/DAYDBUFQM3fd/XNb+X/9618JgP379+fo0aPVwuQRERHs0aMHBUGg2ayk4LuPE0VRXTEAYGRkpEr5oNfrKQgCJUniwIEDGRQURK1Wy/vuu496vZ46nY5hYWE0GAx85ZVXmJeXx3bt2pFUrL0+ffqwS5cuDA4OZkpKChMSEujh4cGwsDDVjebfrh89krtTEDW8a9xkGvxaUheSTHu/v9IYn0PJ4svAMUvZbs5WXrp0iWFhYTQajfTz82NKSgolSeKnn376bxuvgqxn6JT3GDNkFnv37s2KigomJCRw+PDh9Pb25vHjx+lwOBgcHMxbb72Vt956K7VaLZcuXUqdTsfx48dzxowZSiZ4RASzs7OVid5uZ6dOndSMbMlgpiDrqfEOpGf7gRRNVgoaHX1b3UgATEtL48GDB2k0GinLMnU6HfV6vUoZ0bNnT8UlZzYzMjKSGo2GJFlRUcGcnBxarVYmJCQwKCiIubm5fOqppxgfH09RFNmjRw++9tpr7N27N++8807GxMRQp9Nx6dKlzMrKYkZGBkeOHMnY2NjfhaL/E0f/H5CmqAONpx/87pyN2upKxIyYC59+fwUdtdCHJMKc0gOydwt4tr0dhqg2CPnLP2CMaY9etw9FVGQkSEKSJFSWFkIQROiCE6Ax2ZpckXW88EogzZ2YtGXLFgBKVqJGo4HD4YDTqSCDbDYbRFF0T+CoqKgAoGSkur8DAIga1BSdAyQZor55znVBo1Ww/1WljfqkZsIKSt9k33Clr3Ap7avLFZpjZ32/3PfbMIvW3f/k5GQ888wzABTitDfffBMajQYajQYFBQX4+GOleEp5eTmioqIg1j0Tkhg5ciS0Wi38/f2h1WpVtE5ERAR8fHyg0WiwZ88eFb9eU1MDp9OJ6OhobN68GU6nE08//TS+/vrrKyobFRcXo2PHjmq244IFC9CvXz8sXLcLgqRBjWcIBI0MCgI2fLYXJlmEbPCAIEhKyceS89BpJIxM98SFCxfUQhxZWVnIz89HXFwcWrRo0eyz/y3k60Xjm/3+2D8XY+vWrcjKysLJkydx4MABxMTE4Pvvv0ffvn1x8803Y82aNTh8+DAAYN++fbj//vuxZs0aLFmyBOXl5fD391eRXmVlZcjLy0NoaCjCwsJgTOwC1lbBUXwOFYc/A0GQLhi7jIdWq8X58+dx9913o7KyEl27dkVVVRXatWuHKVOmoH379vj666/h5+eHkpISdOzYEQCQmpqK9evXY9iwYRg4cCD279+PLl26AACmTp2KAwcOwGAwYNOmTRg6dCiCgoLwzTffIDY2Fp06dUJwcDB27dqFr776Cq+++qpaL+K/Xq5ndvi12x/Not+2bVuzhEcnTpxgbGws77nnHhoMBnbr1o0VFRVMn7Rc8QH7RVDQGmnv+4hC45oznIJGS0GjpewTRkGjq3NlaCjqPSjbQyjbQ2kKjmV6ejp79eqlWMKiSH3LjHoiMZN3I8sZklYN5Hbt2lW1yL29vWk2m2m32ymKImNjYwmAVt8W9EnvTmi0FGU9BUFUA5YhISH11q/UZOXQdNNbfnq/e9XQqL/XtzV0zVxr+6vt87L5qKuMhm0buoXcfDeocwW5VxduN9GKFSsYGhpKPz8/enl5MSAggN7e3kxLS+Mrr7zCiRMnMvn+lyjIetp6/YXm9N6EJNOU2IWeEekMDo+i0T+CgqyjzhrAl9/bxdzcXMbExFCSJPr6+vLLL78kST788MOMiYlR3RdNxeFw/Krx3RyAwG/gU9SYvFTfdk5ODtetW8dBgwZx27ZtzLihi+pbD+pyNzWyzAkTJnDp0qVqkDinV38GdxtBiBoKkszQqDimpqZyyJAhjImJYfL4FwhBpP/wv9MYcwNFs50QRLabs5UGg4Hr1q3j8ePHabFY+Nxzz5Ekn376ac6aNYtFRUUMDg5W7+H999+nTqf7xffuJjC8ePEiw8PDrynw+q8U/De4bq51+19S9JIkMS8vjyR52223cfny5UzKbM+AUS8zdMp7lH3DqfWPZOiU92iIyKT9pslcs+cUw2/5CwVZT0HWM2TyOjU41/IvKygZLRRN3tSYFBSMIMmUfcJU94wyQVxdyel0umYVXUP3BaTG7hlZrv/ckGny97JptVpardZra6831zOA/swmSRK//vprRkVFURAExsXFqXENjUbDkJAQyrJMo9HI9u3bq5OE2WxWYimCSGvP+2lO701j7A0UDWYKsoG9e/emy+Xi+++/z+joaOr1enp6enLSpEmMj4/nvffey8DAQFqtVnXs9e7dm9u2beOyZcsoCAJ9fX1ps9mYm5vLtLQ06vV6mkwm3nbbbayqquLQoUM5ZswYduzYkS1btuT27ds5fPhwxsbGcujQoeo4BkCv1v2o8Q6goDPREJ6puNY0Ok7620v89ttvKYoiZVmmIAhsEdKSxohMBj2wkrrAOGqsgYSoodnTm0ajUQn0SxJFvYWGyDbqs9QHxlFvNNFgUFhVxTp3nWeHuymarKoLMuOGLupz1Ol0lCSJH374IUmyW7duTE1NZfv27SlJEp9//nmSVN12KSkpnDRp0jW/2zk5OSqJ2+uvv36dGuK3kz8V/XXKiRMnGBMTw7vvvptJSUkcMGAAy8vLG7Eo7t69mzk5OSQVlj43o1xqaipLSkq4bds25uTkcMCAAYyJieFdd91Fl8ulstQtX75c9aW7rUIA9T5tQaLsG05AoOzlR4PBoCpjQRSpswYo9K4GCyHVKVmNTmGuFETqQpIUVA5ACAIF+eqKvqFPu+n/jT7r65S+ynIpXPWc9dvPt5H9Iq/hPNd6vd9o0zSe1CA0h/xpvFkslmafG6BMmO7fWafTMSAggNHR0UxISFBRMu+//z7bzdmqKPoe4ynbQ2i9cQJNiYolPHjwYK5fv54kmZSUxJUrV/Ktt97ipEmTmJCQwN27d7Nr164qcoRUFP1rr73G6OhoAuCqVat46dIl9urVi97e3jx06BCXLl3KoKAgzp8/n0OHDuUdd9zBGTNmcOjQoTSbzY2oc90GCgCG9J9Cv4FPqauO4AffIUQNNR5e7NevH7VaLZcvX84NGzZQEDWERkt9aCp1gXHUBsXXrZAEBgUF0cfHh6LWQF1QggJEqDNM/IcuoOyhrO7Cw8PVeIvG5KWMfQj0sHipq0svLy/GxcUxMjKSERERfOutt9itWzcGBQWxqqqKcXFxtFgsrKmp4ejRo6/Lov9vk+tV9H/66AEcOnQI9957r1rn9ae4LebNm4fFixcjPz8fO3bsgMGgJEHl5eVhwYIFeOqtLVi/Iw8BQ+ZiwIufobzagVWrVkGv18PpdMJsrucjMid0AiQNZHsw9GGpAAiLTsLixYvh6ekJkjDo9bht0FBUfZ8PjT0UQfevgGj0AhzVkIPiAbpQ8+NhiLIeACBojZB9WgJy81l3ylhRpF27dur/er2+0T466pKH1FKAyr7GBYqbDh/i56T23NGfbXOt5/o5adhX9/+CIKi+eVUcjeuBigYzBLk+yQySBqLJCgDw8vKCwWBAZmYmPDw81BdJr9dDkiSIooiysjKUlZWp19JqtRg8eDD279+PTp06QRAE9OzZE5N7xMDW/g44S5U6uKLOCOflUzi1dBw++ugjHDhwAMXFxSgqKoK/vz9WrFiBIUOGAABatWqFQYMGXXHPeXl5uPXWWyFJEgYMGACr1YrPPvsM8fHxiI6OxpAhQ1BSUoJPPvkEQH2pvRYtWqil9kRRhKVFS9z57Hq0fEQhXkOEMla0fpGoOX8coqyDxtMPhugOmDFjBiIiIrBo0SJMmTIFgtYAjcUXfncqReEFUQPJbAcE4OOPP8b58+fhd8eTECQlliHpTRBkAzQWH1BrgizLMJlM2Lp1K0RRxPbN72HsiCEICQmGCJdK/uYuK3nq1CkUFxerZGVRUVHQ6XRYvnw5qqur0aZNG+j1+msdNn9I+VPRAwgODlbrNw4ePBg7d+68atv27dvjwQcfxMKFC1FUVKQG3lq3bo2vLgh4dO0BwBaG2uLzCkvd5WJs3P4ZKioqIQgiSktLodPpIEkSYm0SREkLjVcAxMsFMHt5o+jiOZW0y00TvPNEMQRRA0NIIqpP7oOroggQJNSe3Kd0ShDgKFVIxARJg5qzR6DxsF7Rd0FsHCRsmL5fXV3dSAEaYtqq524oDScD4Oq0wv8NQrKRsncHlyMjI5upClbfzlVRBNZU1e9yOlQ6iaKiIlRWVmLr1q2N6ArcwVl3kNhoNIIkKisrUVBQgLVr12LYsGH4/PPPIQgCBEHA4A4xMJ3dA6nkR7hcLlze8BxsWicu/ngSZWVleP755/H555+jtLQUffr0wcaNG9GpUydcunQJ27dvx4IFC5TjLl9Gm049sXHLVixeuhyvbsmHrNVh1qxZGDFiBEpLS7F7926FOK9OtmzZguXLl2PkyJHYsmWL2qeePXsiIi4ZO7Ztxfkzp9Tp9vIHL+Dy1ldQc+4oWFOFi+8vgKP4HGp/yEN1dTWOHj2qTkKgE85ypRKYy+lA9Q97IVuDABIDBgzAuXPn4GMxwFF2GedWTYezvBiC1qBMdCXnVFriiRMngiTmzZuH9evXw2g0olWrVioxnUajwauvvorKykpERERg165d2Lt3Lzw8POB0OvH2229DEARUVFTAx8cHkZGROHPmDLKzs5GamorExES1StUfXf4nFX3D9PIBL36GqtrGCsuN4nC/tFVV9S/9I488og6urKwsddDpdDrM3XwIRxYOBZ0OwOXEhXcV4ixTYmcIGi2gNSCsVSe0a9cOJHEo73PAUYUkbwfSgz2RFB+ncNbo9aitrYUkKWnTzpbtQWctyvI3o2jHWxBkPaCRVbQKXU7Unj8OAHBVFAMuJxyFV1KgSt4BjT67y/IBCid6QyRL5QEFoQI2tawF/EtElH6+jdBkuGobW2miKMLT01Pl9gagMjqS9SifI0eOqKyP9dL4Pt3WJqCgotTvm0x87s/u38otbpSSRqOBVqvFgQMH8Mknn6Cqqgq1tbVqn4ovnMWo3m1hl2th0GrwzVefY/fu3aisrET37t1x//33qwignj17wsvLC1VVVfj6669hNBqRn5+PwWMfxJEKIwgBpsTOOL/nA1TVOvHdmRLs27cP3bp1g8lkwowZM1SeGKfTic6dOyMmJkYtB/jjjz9i0aJFuFgtQuPdAqXfbFbvp+ZCAaydR0EymOEoOQ9L5i2Qvf2hdVSgtLQUTqcTs2fPxvr166HXSKCzFhWHd0Gse4621jdDpzfAZDLhlVdewV2tg+EsPg97v79C0BlhjGgFo16P4NBweHt7Iz8/Xy30/e2332LOnDnw8vKCLMt48803odVqkZqaigceeACAUmC+Q4cOGDNmDLKzs7F06VJ4enoiIiIC69atQ25uLgoLC7FixQr06NED+fn5+Oabb67gpv+jyv+com+OG/rC2dMqRerKlStxww03ICwsTK31+c4776jHHzt2DElJSZgyZUoj6wK4EjbZYvhC+N05GxWHPgVAsLocp2hTl/QzZsyA2WxG69at4ePjgyNHjsBms0Gj0aC0tFS1QH10LohaIzS2YGh9QiF5WCHqPWCM7aBcyM3RotECQp3CEURI3o0hd45LPzR5Gj+ltK/mOvn1LhVVRKleebsaEr5dpV901bUXYEruDo3JCkGnLN9FWQ+Xy4Xi4mJ3bU0IgoAff/xRVcLupT4hNlmZNHMpZ31/HGX1E2LT44KDgwFAhX+6pU+fPipbptPphLe3Ny5cuIAlS5ZAFEWcP38eDocD8fHxEEVRZdcMCAhAcnIyamtrsX79epw4cQKyLOPbb7/F5s2bce7cOciyjIyMDHh7e6Nly5bY9O5KVF48Ca1fBIwRrRRDwFGNd5a/CqfTiRdffBGhoaEoKSnB8ePHERAQAFmWcfToUVRVVeGWW25BdXU1KioqcNttt6H01CHUXCiAq6p+xSKZvHFp898BRw0ksw0to+Lga9bB39eOsrIytGvXDufOnUNaWhrCW4bC02KB5rz73RCwaMo98LHbUFZWhueeew5Ln3wQHiYjKj95DaLWiMrDnyHm+7WwGK6kVs7OzsbAgQPh4+ODnTt34oYbboAsy9iyZQv27NmD+Ph4rF+/vtExH3zwAd544w0cO3YM/fr1Q3FxMaKjo7F48WLMnTsXjz32GPbt29fIlfqHlutx7P/a7T8ZjG0uWUm2BdOvdR+VG6O8vJyffPIJo6KieMMNN/Chhx5Sg7H33XcfExISmJycrCZOREREMCQkhG1nf0DJ4ktTUjfaev1FTSwxRLe7AqkhSRJ79+5NURTp7e3Ntm3bMjk5+YrAHgBKGpmG4EQFQtkoiNhM0LWZ46/c/o2Bziv61zghy+avoFtEjwaImCtgm/X99cwepnxueJ+C2PyzaBAcbfzd1aGVv9XW3O8oCAINBgO1Wq2asBUWFqYmg7kRKe6sYzcyyo0wcWcx+/r6cubMmezduzf9/PyU+5dkCjoTWwxbRMlsp8YWTEgaajQaent788GnFtPgF0bRYKbGaKGn1U6j0UitVkuj0cj4+Hj6+fmRJM1hyfS/ez5Dp7xH39ufUMagpx9tidncv3+/SglA1lM/rFmzRuUAIslXX32VEydOJMlG5Q9zc3MbIXo+//xzTp8+nUFBQbx48SJff/31RgHmhnw9paWlnDlzJseNG8fw8HCePHmSkiSRvBL51r9/f27atKlZHXD69GkuWbKEiYmJanLV70XwZzD22uQnKVL37sU777wDo9GIDh064PDhw9ixYwfmzZuH7du3AwAWLVqE/fv34+2334bdbseuXbtw9OhR9O7dG5nOgxAEwLvjMHgkdVVP79vvrwgcsxQaWxC0PmH44osv4HA48MYbb8DpdOL06dMoKSlBjx491ISfzMxMiKKIcePGYfS9o+ApK+4ZS9s7YIhuB11Qguo/lxq4FlSLvonoIzIbfPoNrfJf6sphY8v30lklWcZVdrn+y6YsklK9lVfyRa4SaGaD69KlWvbNyZXUv9cQW2joohGvzubdMK7R0K3TsOiHe0VBEn5+fqitrcXevXsBQOX8l2UZFRUVcDgc0Ol0kGVZdTWRRE1NDXx8fKDVanHx4kUsWrQIpaWluHDhAkSNFnA5QKcD596dBUHvAcfl09DojAgMDER1rRNLV29ArcMJV2UZRE9/lBQXo6KiAlarFYIgoLKyEqWlpcjIyIDrUgF0koCqH/ai+LNVgCDCr+tI9OrcHkuXLm32ObRp0wYff/wxLl68CKfTiZUrV6rMoFeTY8eOoU2bNnjiiSdgt9tx8uRJmM1mtQ5BU+nTpw8WL16M1atXY/r06diyZYu6kmp6XI8ePfDiiy+qbrKGRUh8fX0xatSoX1yE5Pcs/3OK/moc0L+UG7phDdPU1FRs3boV3s5CeBu1kJr4cc+/+yTOr34cjkunEZOQjIyMDGzatAkJCQkwGAzw9fXFyZMncfmyouzcyA2SSiGF1/8Pl4vL4CwvRMmuVag8/BmqTx0AapXYgbP4XP3FrqLDq47t/kX3d+3yW04aikRERDT+wlmPimF1OVBbAUVZC6pvn+WXcTVp6LO/Zml4Wz8RP2gY12io3N21bYHGbp2zZ882Ot4vIAQuSKpCApTqV273EwA1MH/27FmUlZXBaDQiJydHtdbGPTobgiQDzhq4Ss5DMlgAuiCxFqNHj4Y+LA3FeRvhKDwDgEoGch1K6+zZs9DpdDhz5gxqa2tx5swZVJSV4uzbf4Xz4IeovXQSoqzD+fXzkLtkPnJzc5ut7duiRQvMmTMHnTp1QkpKCtLT03+Wp33y5MlISkpCYmIisrOzkZKSgk6dOuHgwYNITU3FqlWrGrXfvn07PvvsM/j5+eGll17C4cOHVXdccnIyNBoNUlJSMH/+fNxzzz2Ij49Heno6EhMTMXr0aDgcDmzfvh2pqalIS0vDO++8gwkTJvxkH/8wcj3LgF+7/SdcN88//zxjY2OZfeMtV7BHxk7beM20oS+/t4sGvzBau45mYM7AK44LDQ3lsq17GTtto+q6CXpgJT3bDWR4+5uYkJDAs2fP0sfHhxkZGSwvL+elS5eYk5PDTn1upVeMkkDiERxPQRDo5+dHUauvIyoTKHkHNnZZ/KdcMH+wrTlXS3ObeJUsXr3RxIYuJrNX8+1WrFjRiCpayXlofG1RklSiuYbJaYIgsGPHjtRoNGryEwAOGDCAWp2h/jyCqLqJli9fTp9+f1XyL+pYMEWjl0KYBiXr98CBA+zXrx8FQeDevXuZk5PDmJgYLliwgP369WOHDh1UyuGnn36ajz/++G/+fv4p1yb403Xz0/LCCy/g/fffx8fvr6kvAuJyXrW4QnOyNu80/rbpEBxOF3ShKTi3dzsmL9+BtXmncfnyZXz//fcAgF7JLTCnfxIEQXFsVG5fgqo9a2EqKcDJkyexZMkSlZ/EaDTi/Pnz+GzX5/j6+yKUnVMCpkJgEkjiwsWLcDlqwdoaAITTjaYRJYD/3fDG35PwZ4KzbnGVFzb7fVVFORouA0rr6rsCgFarhXddCcVBgwbh5MmT6j6NLaTRcQDgchEOh1ID2OFwqO4hURTx8ccfQxRF1NTUwGpVILQHPbPg1Jkh1K0obh3QX33Bd+3ahdr9WwCnA6izxGWfMPje9hgAZfXUunVrnDp1ClqtFklJSer3Xl5e2LFjB/bt24f27dsjOTkZS5YsUcf5n/I7kuuZHX7t9u+26EePHq3S2VosFo4aNYrdunXjwIED6XA4OGnSJLZq1YpJSUl86aWX1OOeeeYZ9fsZM2aw3ZytSvDWHsLQKe/Ru8u9hEZLnS2AJpOJ0dHR1Gq1nLbwDSXrUZJp9A+nVJfNarPZqNPpaLVaaTabaTAY6OXlRaPRWGedi6pVpg9vrVpyGq8W/3GL98/tt9zqLXhjUrefbdN0a1hoplHbuoC02bOZ1YQgqFQEAKjxbkFJI6vniYyMpLe3N0kl7T8yMpLTp0/nrFmzaLVamZSUxKSkJK5bt45k4yBpYWEhFy9efE3vYl5eHjds2KB+nj9/PsvLy9XPN954IwsLC0nWr8Lvuusurlu3jnPmzPlF733D7PY/iuBPCoSfFvePPnPmTKanp7OiooIk+fLLL3PWrFkkyaqqKmZkZHDnzp1MTk6ml5cX4+PjOX/+fPbu3Zu+A2ZQFxhPiBpqA2KpsYeyxbCFbDHsebZu3ZparZb9ho2lvkWUSvwEQSREDYNaRtHHx4eSJPEf//iHmkK/c+dOvrj+U5qSuiq0vJJMQW+mYLAoL6XOVEfv+x9Eyvy5qdv48eOvua0bSSQ04RWSzHb1/8bUzVffBEGgp6cnBUFgQECAYhxIch3iqDFNhSAp9NU2m009XmcwUWcNoC44mQ0pot2Txty5c9XqW2Q9mub8+fMMDg7mkSNHSJLl5eU8dOgQZ86cyaeffpqkQiPSEInzU9IUVfNTyjgmJobHjx//5S/7NZz79yr4U9H/tDRU9I899pj6/YABAxgVFaXy14SFhXHFihUcPHgwQ0NDmZiYSK1Wy+DgYHpFtaKlzQCKRoV7wxBzA2V7CNMmLWPPnj2VwhVmhewpcMxSShYf5UWus7SsVitTU1NV3m6gDvpXx9de/2I3gQ7+Fyi4P7ef2ZqQwDXamvyGGnsIm524G7ZrhhnUHUfQaDQMCAhQYZVNIasAVDhm0+/dCr5h7QFBENQiKIGBgaypqWFISAg9PT0ZFRXFxMREJiQkKPEiUaTdbqevry+zs7N59OhR+vv7UxAEmkwmjhgxgs888wxtNhutViuDg4MZFRXF3Nxc9uzZk7IsU5IkhoSEcOjQoepK28286X5PG67Cn3vuuUYTxPnz59m/f3+2atWKrVq14s6dO0kqDJNuUrN7772XISEhfyp6/g/46BtmwJ4trsL7e5UMQHekHgBIYtGiRcjPz0d+fj5OnDiBgQMHwtfXF1OnTsW+ffuQ0rYjzN3uQ9mlMzBGt4OoM0K2BqP6h70QBAHRJflISEjA2LFjYUq/CayDBzpLLkJrC0LgPS8AogSf4JYoi+qBNzdsh7XLKMhandIXumCMyoJo+H/2zjs8inJt47+Z7bvplRQSCC1AEnqRIqEIKIpUEcHDsWJFUEH9BAELYO8eFCwooB4E4SgiKoJ0CCWg9BY6ARJSd5Ntz/fHJEMCwYoFzX1dcyW7M/NOf/ad572f+w4EgxHMFRhAIvxu1ajV+MU4twJWh99X9ffAuWMpPlchWtw9t/EKNM6ye0jL4Wswm80EBwfj9Xo1DXfxa8vJudtW8Pl8+Hw+nfJpsVgwVzCJHzx4MD169NC2YTSye/du0tLSqFu3LiaTCbfbzRNPPMHu3buZPn06BQUFhIeHM3jwYFq0aIHFYtE1ombPnk2jRo10JtqePXvo1asXLVu2JDU1lQkTJjB8+HBiYmJ46623uOMOjcr83nvvERsby9KlS1m6dGmlI5g6dao+b9SoUZXm3XfffYwaNYqMjAyuv/56hg0bBsDEiRPp0KEDmzdvpnfv3hw6dG6B4D8XFyYIX+Ior4B1ebSHwOsXnli4nRZFBbSsd9Ygo5xv26VLF0wmE7t37yYuLo4ePXowbtw4SsPrsXnzZiLr9cVXdAaDIwTFYCTquokcfuk6xFfCgvc1vm54eDgFufkgfo5NvxMQ3LlH8XtKwe9n38GjyMH3EbeTfZ9ofPkip8brL1g/T9shn1ebdFQREKr4Rda6AAAgAElEQVTxp+HcCthyGMNi8eZlV6KCXghygQHdc8XVoHI1s8OhCX65XC49kANgdoC7WPvfYMaogtdzti1FUUhNTcXlcnHgwAGcTifff/8927dv101cyk1Myqm+p06d4pFHHuGJyc9QjAXniSPEtO/PsQI3wwYP5oNPv+S7b75k6fKVrLpuGP6CkwwfPpzDhw+Tl5dHQUEBAQEBmM1mXC4XtWvXZvHixZw4cQKr1VqF1tDPxzfffKPrNO3duxebzUZhYSHLly9n3jztOerVq5c+AF6NvzGP/tnFu/QgX44Sj49V+3IqfXchvm337t3p378/IwdfiQjkfPESFYNuzahQbFYLHrebe+65h0aNGnEmLx+/3wuqgYAW12il6J5Sche9DAje4jxUkwWDPUQv5S8u1op5xFOKuJ3nHEVZT16p7tH/mbDb7Vjt5xdkqfYQ/X9vzhHtcp2rx1MRF5h3rn6O1riBc9/k8vLyOJWTowuoGYKjwWAGqdAx8LkJDKi8r2FhYTz//PMcOnQIl0vrWBw8eFBn9vh8PtxuN1arlVq1aun6Ok6nk9MnszHEpwEK2Ru+ZOnnc7n/kcdY8r+P8Za6EL+PwPZDEFswBSVeFEUhLi6OXr16MXHiRLxeL4cOHWLnzp1YLBYCAgJYu3YtDz30EFdccQXHjx/ngQceIDExkdOnNWG+OXPm0Lp1a44dO8YDDzygi8UtWbKElJQUcnNzueGGGxg7dqx+fB07dsTv91d9Lqvx9w3051bAxt/5DgZ7MMaW1/Hggw/q36uqyu23306+y0Pw0FfIavMgV/1nI5+sz2LJkiWEdLyR+LveJebG5zEEhIHBRFDrfuzf+QNuowNUA4u/W02/Ox7BFNtQq0z1+3HuWoN4ShCfG7PzlL49c426+EoKQfxlWjTlwVyjvWEoEytTjbr9n5a+qQzlArZ91biIKAsapaVu3H6FcwOv35lXeXmzloarWGClWMu1VJRK10wNiirbhEJERETFjQJgMNswmkyVA5ei4K+wD7587Q1CMZxNyVgsFkpLSwF0ZdWcnBz69OlDeHi4NjAHRERE4Pf79WVOnTpFjRo1SEtL48svv8RisWCNrElAs6vwFuWiWBz43SVYEtIwNB8AIiiqAUuNevhchXgLThPcazRPPPEEu3btYvv27cyZMwefz0dxcTGBgYHcdddd5Obm0qBBA+bMmUOXLl2oX78+nTt31tMsHo+H+fPns2rVKmJjYzEYDMyaNYtDhw5RVFTEli1buO666ygpKWHAgAG0bNmSxx57jMzMTNLT05k1axYAixYtqiTa90+HIlUEkV/UgKLUBN4HaqCVK74lIi//2DotW7aUDRs2/Kbt/hTaT/mWo1XIHcSF2Fj1cJdK3721cC333nQ9MTe/Dmh5+7xFL3F5Si1y027Q2zmz9B1QFAo3fo4jtRv4fZQc/h6/qxDxeVDMdvyuQvC5ieg3jtOfPoVqMhMeHMipU6fAYMYS1wDVEYZrh6YOqZjMZRx5tODur9A7M5rLXucVqlM4fzL0a/FLUfW1Uyx2pPTcN7izsNvteu9bRAgICMDpEfxlHroXuh8sFgtut5vznmvVoHUYRLBYrYSGBJOdna0H/JycHDCYsNVphWv36go7qmrKq4qKICgoGIOj8JzKQrEFE/Ov5zn92XO4j+8GVaVdm9bYbDaWLFmCoiiICOHh4VgsFrKzs/UfF6/Xi8PhICgoiLy8PJxOJ3Xq1GH//v2ICBaLBb/fT0JCAvv27aNWrVpkZWURGhrK+PHjWbVqFTt37mTfvn307NmTuXPnkpOTw+DBgzl9+jSdOnVi3rx5bNy48Zwf0ksbiqJsFJGWv3jFXzOCW3ECYoDmZf8HAruBRj+2zh/Buvl005EfrYCtSAlrPmaWGMPixZHSRUyRtcRSM0UAsYbHicVm1zxco5Kkxi2va1xkNLs+Q3ANUe0hVbIeom98QZSg6POZFaqxzE3qfDbGeU5H5eJb9rAqWBrVdMvfY6qqQtZap7VeVapPP+WXe4HllIAIUR1holjOCq2pFoektmovgMQk1BajPVhfTzFZ9PtEDa4h5R7CoN2DpqgkCWzRWyw1U8QQGCm33HKLWCwW6dKli+7EFJjSWcKvfkDsjTsLiipJd78rs1fsFEVR5Nlnn5Va9RpKUNoVolgCxJHSVVRHqNR74L9iT0gRY1i8BHcYIobACFEDwiXxoc8loJz7bzBJ3B1vizGkhhjD4sUWlahbGMbFxcnrr78uJpNJ9uzZI16vV+Li4iQmJkZSU1MlLS1N7r33XgkNDZWPP/5Ysw5UVbnmmmskKSlJAgMD5f333xfRAosMGjRICgsL5Z577pGoqCi56aabRETj/GdkZPzu8eSvAv4q9EpgAXDFjy3zR9ErP910RDcobjd5SSW5goqBPu6OtwWQ6CHPSOJDn4sjtZuEpN8kltgGcvLkSfl00xGpP3isOFK7lVmfmcVap6WoARGaiqJqEIxWsTW4XOPCn/Owt2nTpkIp+9lAYjL/hJl1NbWyeqo4nfcjpJTVaRj0eYmJiTqFMTk5+ew6iiKK2SbGiERRTFZRLXYBTT6hyb1vihoQrtlS1m4mamCERA+eJKFNr5DQNv3EkpAmpohEMYbFScK/npUbn3xHp3bG3fG2GMLiBYNJomJrislkkujoaGnUqJE0bNhQFEWRRo0aSUpKii7ZUK7eqiiKBAYGyogRI/RjKv/eVGYmnpOTI4CsXbtW8vPzxe12S1BQkDRp0kRERK6++mr59ttv/5B48lcAf4VAD9QCDgFBVcy7HdgAbEhISPh9z8bPQEWvWGtEvChGs9S8/xNNZjilqygWh6hGszRs2FACAwPFarWKweqQqEFPCiABza8Wc0x9zVtVMYgpuq7U+NeLYgjQilQMITFCmXfrhx9+qGuXWK1W3U9ULS+W0d8IKjyUxrM9OcXiEFNUbW1eVV6m9uA/PwhVT1VOVZmwVzmZLvyjr1iqKqo627PX3zbKAufIkSPPbldRxRAUVdaOXYI73iiGoChJuP8Tsdvt0rhxY6k5YrYEtx8siiVA4u+dJWFX3Fn2JqGI0WSSuPQbJKzbcLGERIvVZpc6dero+2Fv2EmMgRGCour3s2IwCQazqGXHZLFYJCoqSsaOHauvFxgYKEajJqN800036fu7aNEiadasmZhMJgkLC5PmzZsLIAsXLpRmzZpJWlqa7rkrIvLJJ59I/fr1pUmTJnoR5N8Z/Nk8ekVRAoC5wEgROde+BxF5S0RaikjLyMjIi7XZX42vtp1g165dfOVLofaQp0BRKdz0hTbTYMRRK426DVOIiYlh48aNuFwuJr35IfkrZ4LBhL3+ZdS48Xki+zwCioKvSGPzlJs1xNz4HI4GHVAsdtavX4/L5cJgMGBLakFhmVCho+mV+vaAsnE4BRQDtnIDCUBKnfiKywb+qjLoKCnL9f6InG41/hycq/RosFQcRK8w0Oop4UKQ0nNke3WzlrLxnLJ7wmQ0Ulpayquvvlppuz5d2VPBEtMAxMfp2WOoW7cuhw8fJsSTQ0iHIagWOwCBzXthT+5IcFJTnMXFHFk6i5yvp1Jy5gSbNm6gYcOG7N69m8aNG9OqdrjmqCZ+RHwYgqIQBPwe1JAaGAMjKC0tJS8vj/r162vPgM3Gxx9/jM/nw2w206FDB93K0Gq1EhQUhN/v57rrrmPjxo0oisLWrVvZtGkTo0ePpnnz5mzZsgWA/v37s2vXLjIzM3X/5guhokfyPw0XJTIoimJCC/KzRGTexWjz90S5OJkhMBJLfCMK8rMRTwnuA+sBsIqbq3qks+rzj1m56we6X92H7IISPO5SVNEoXN78bE7+9zF8ecfA79O48mhOPN58TYrWHFMP547lfPrpp4BGYys4shuD0YwPKMwoO1Xlwbt8AE18Za5UZ5keZxkeUuFIyv73l/1ymO1QcoFinGr8JeArraiN/wuvk6KACKoCZosFr9erUyTDw8N1mWuRs165cbXqcPTIYVR7CJb4xpQc2oIi8M7cxQxqV5f09HS6NYtm1qHKhWA1r32Ayf1SMZlMzN98lImfbeOM00PBxs8oXLuar9p1xX3mBMYjp/G5tUHjwDYDKFz7Cao9BH9hDt7co9pALmCz2RgzZgwGgybJ3KdPH0QEp9PJM888Q2hoKDk5Odx88824XC7i4+Mr7U+5ybff7+fDDz+kbt26v+zcAatXr/7phf6m+M09ekW7o94GdojIC799l35fzN98lAf+u4VSr69Sh8oQFImv4BSq6wxta9qZOnksM2bMwO8Xjue58Hq8BLXqS+SgJxGvm8JvphKj5DGkz5WY45LB4yJ38esoJk373OcqxFqrGYr4NMaNoqI6QvAV52Ot1RRQzhZG+X2ojrLiDtVYwTykwpv6uSyKqlBSQHWQ//tBsYeCohIUrN0jIkJJSUklZUvQmDrlATA8PJzk5GTE7US8pZhsDtzZe1FzDlArIZ5B7eqyc+dO1q5dS4d6kUzul4pRVVCgkqLr/M1HGf3JFs44z+rl21O6EDlgAqbQGKIHT8Lg0OpCjLYgjEER+EuKwWAi+vonib93JgCzZ88mISEBh8PBqlWrKC4u1qmlX375JTabjRtvvJFJkyZRWFhIt27dWLFiBUOGDCEqKoqFCxeSm5vL66+/zsqVK7nnnnsAjXOfkpJCkyZNuPzyywHYtm0brVu3pmnTpqSlpbFnzx5A0/UHTdc+PT2dAQMGkJyczJAhQ3SW0hdffEFycjIdOnRgxIgRXH311b/jlf3jcDF69O2BG4HvFUXJLPvu/0Tki4vQ9kVFebWsr+yi+gpOUXp0B5a4hthqNcMUHk/Q/iW899572O12OnTogC22HpZmvXEkd0BEcO3fgCm8JuLKx2AwUFBQQFBUHDmnDxLW426cu1ZhCAzn9PzJGFQYOHAg69ato/jgYfAL+Nw4d6/R6G46lVLOyt/qPGyVn+eEZEAvgTeYzndnqsZfG4rKT8lNi1O7NwryzvbYy1GeosnJ0VKHe/furfQ5JycHRJD8EwQHBGBznSAxoQFpaWk0aNCAtm3bAtCnWRw1gq1seKx7JTris4t34fGd3Z41sQmn5j2BvUF7bfslRWWpG+HMt9MQvx9DQDjGwHDOfDMNd5lp/dGjR4mIiOD7778H4LXXXqt0HA6Hg+3bt7Ns2TKKi4u57777eOutt2jVqhXFxcUsXLiQ1atXM2nSJPr06aOv9/jjj7N48WLi4uLIy9PeeqdOncp9993HkCFD9OKyc7F582a2bdtGbGws7du3Z9WqVbRs2ZLhw4ezfPlyateuzeDBg3/0ulxK+M09ehFZKSKKiKSJSNOy6S8X5OH8allTeE2KfljCsXfuwV9SRP30/uet47j8ZnK/nsqxd+7h+Nt34T6xl9hb/0NYzxH4fD5OnjxJ+5Q6WKPrYImpR3C7QVoPB8EnCv9buhafwQLiQ7U6MMc1QtxOjGGxZzeiqHreVbHYy1I5P1NrvqLOSXWQv/TwCzwFyk3lFUXBaDSiKAqxsbGVctORkZFERETokgeBgYEoikLTpk25/fbbCQ0N5cMPP6RevXpkZWVRXFysO2NlZWWdxzk/t/DQHJGAag/mxAcP4jl9iOPv36/ddwYjqsUBPi++wtOUHtsFqoGwywYAcNttt/HCCy9gs9no1KkTb7zxBgaDgdmzZwOahlBGRgZPP/00drud1NRUVFWlcePGTJ06lcjISFJTU3XrxXK0b9+ef//730ybNk0P6JdddhmTJk3i6aef5uDBg1Xm7lu3bk18fDyqqtK0aVOysrLYuXMnSUlJ1K5dG+BvFej/UaN3FW9aY3A0sbf+R/9sMxl4+JpU+jyWVWmdpMbNsMTNPK+tuq06s2ruE/rn+ZuP8uziXRzNg8he9+sJFG9hDragEB5tU5v3Zs8h+6u3tBl6xWOZHV5ZkBavR3v4y/Kx1fhnolyDpmKvV1VVwsLC8Pv95OXlkZSUxLFjx/TCqk6dOuHz+Vi9ejVRUVEUFxczZ84chg0bxuWXX47dbmfr1q3ccMMNjBo1ig4dOnDo0CF69OjBjh07Km0/KyuLq6++mtihr5xXeBgz9LkL7neo3YQI5Ls8xIbYGN2jAX2aaZaADRo04NNPP+WTTz5h/PjxtG7dmtTUVNYe9xE89BVqP7yQMPETHlOz0jGXW0GqqqqPSZRj6tSprFu3joULF9K0aVMyMzO54YYbaNOmDQsXLqRHjx5Mnz6dLl0qF0lWtJc0GAx4vd5K5/rvhr9VoH/hhRd45513AE3DZuTIkbz//vs899xzKIpCsRqFvcdInHvXkb/6Y8TnxWALJKr3aCbflE5owV6aNu0FaL2n5cuXMyzVzr033UzMza8jXjc5i9/Am70XNczB0jav0rlzZ0B79e3TLO68ilzPqSwOzHmXZ95RNIefMiaNL6+Cz2t5T1w1glcb1K0O8v9sVAzyQUFBFBQUICLk5OSgqiqRkZHUqFEDt9tNQEAAJ0+eZOXKldSuXZt69epx9OhRFEVh4sSJfPjhh7hcLr7++mugsigYQEFBAYWFhQQGBp63H6N7NGD0J1sqpW+qgklVeHZgkx91avN6vTz22GPk5eXRsWNHxo0bx9rjvkrig9kFJZwqKGH+5qM/y/Wt3GC8TZs2fPbZZxw+fJj8/HySkpIYMWIE+/fvZ+vWrecF+qqQnJzM/v37ycrKolatWud51l7K+NsE+o0bN/Luu++ybt06RIQ2bdrQqlUrnnrqKVatWkVERAQfLPuBSUuO4ItvTI0bn0dRFEp/+JqmZ5bTp9kQrrnmDl5//XXat29PUVERVquV7o1rEB1kJS7Exo6v5mG3GHhr8UqSbYV0796d3bt3Y7Va9f0491XXltQCW1ILAAo2fkbeSu1VtTyQKyYLUkatC2rTj4I1/9XmV+fbL238jNx7FStRPpiekpLC7t27KS0t1bVroqKimDRpEuPGjcPpdLJt2zby8/OJjY2luLgYh8PB9ddfz8yZM4mLiyM/P5+xY8fSu3dvnn76aT7//HNatGhBXl4ea9euRVVVrr76ao4e1ewp33vvPbp3705srJZW3LVrF3NfeJjS1evJUwIIufZRfEW55CyYgq84D0NINOE97yUyPolewceYfEc/JrrdhIeHM2vWLKKjo5kwYQLHjh3T00ITJkzgueee4/PPP2fChAn857VbyT95BF/BKQJbXou9XhtEhBFjxvLw4TUUFBSwd+9esrKyGDBgwHlnbPTo0ezZswcRoWvXrjRp0oQpU6Ywc+ZMTCYTNWrU4LHHHvtZZ99ms/HGG2/Qs2dPIiIiaN269S+8fn9h/Bry/W+dLmZlbHn1a1jX2yS+y1C9+nXs2LHy0ksvyf/93/+dt3yT+6aJtVYzsUfXltjEJOnRo4eIiEyePFlat24tL7/8shw+fFhEKlfQ9unTR5YsWSIiIgsWLJDExETZsmVLJVs1R3wDMQSEi71Rp0ryC4kPfS6h3YaLvVG6Xq2oGM1aWXpVhTI/06y6evobTWUGNYDEx8dLgwYNBJAOHTpInTp1xGAwSGxsrAwYMEAAmTt3rlx22WVisVjEarXqVpUBAQHSrVs3ASQvL0/cbrfUr19fBg0aJCIi7dq1k5YtW+r39ubNm0WkspzAgQMHBNCrTgcOHCgffPCBdOnSRXbv3i0iImvXrpXOnTuLiEhubq74/X7xeDwybdo0uf/++0VEznN0W7p0qfTq1UufZ4lNloQHPpX4e2eJag2UhAfnS41/vSimqNridDqloKBA6tatqz9fvzcKCwtFRMTv98udd94pL7zwwh+y3Z8LfmXB1CXdo6+oOS8ChSVeHpn3vT6/vAijIvo0i+OlUTP5+OUJ9O7dm2XLljFhwgQAHn74YXr16sUXX3xB27Zt+eabbyr11qVCOqV37948++yz5+2TnDlGeMcbsTW5ivx1n6AYzJQc2krp0R343U5Uo7WMKeNFvG5K9m+q+uCqUzf/PJSn7YDjx4/r99uqVatQVRWfz8fx48d1zfX+/fsTHh6Ow+EgNzeXkhLtzbC0tFTnjPfs2ZNNmzbhdrvJzs4mKCiIkJAQTpw4QXJyMm63m4EDB1JSUsLx48e54YYb9MIlgDvvvFMXJFu1ahU5OTl07dqV4uJiCgsLsdlsXHHFFWRkZFBYWIjJZCIuLo7c3FxmzJhBXl4eMTEx9O/fn5tvvvm8wd7olHYoRhMGYzCqPRhfcR6lR7YTndJBH0S95pprft/zXgHTpk1jxowZuN1umjVrxvDhw/+wbf+euKRliiuyaCw1G+Pcs5ZiZzFTPsvk008/pUWLFvz3v//VqWblBSX5+fnExWn5vxkzZujt7du3j9TUVAYNGkR+fj733nsvPXr04MiRI3zzzTds2bKFvn37sn79eqZMmUJmZiYNGjTQ17/jjjsocRXjz5yPbJlPUeZiziyZhmvPOvzOfDCYtMrZCgqVflf+736eqvHXhWK2aoVu5yAsLEyXEBYRxo0bR3R0NKqqVuLOp6enExwcjMViQVVVWrVqxbp16/TBRqvVyoYNG7BYLFx55ZXk5OQQHx/P0aNH2blzJwCNGzfm8OHDOIKCKUlsx4EzblyNemMwGqlVqxadO3emXbt25OXlERAQwOOPP06fPn2IjY2lb9++uvrk5MmTiY+Pp3v37phMJlq3bs0jjzzCkCFDWLNmTZXH37lRLDaTVjeiqCqID5NBoV2d8It6nn8uRo0aRWZmJtu3b2fWrFnY7edfm0sRl3Sgr5gPt9SoS0BKV068fz+bXr2LW2+9lfbt2/Poo4/SqVMnmjRpwv333w/AhAkTGDhwIB07dqzUw3jppZdISUnhyiuvpLi4mClTprBo0SJKS0uZPXs227dvp0WLFnTr1o033niDrl27Vhq9nzp1KjabjaefeoJNM6do0raKgrVuG22BUifam3k1qqFB3CVwnuGMpg/vdp+VRX711VfJzs7G5/NVYp5cd911ZGdn43a78fv97N+/nwULFtCypaZkm5GRwWuvvYbb7eazzz4jMTGR77//nrZt29KgQQMUReGbb76h6WWdcPpN5J48ga84jwNfvYfP66UYK2+++Sbx8fH4/X5iY2N59NFHOX36NCJCbm4uzZs3JzAwkK5du5KdnU1WVha5ubmYTCZOnTpFRESETlo4FylxwUzul0pciNZ7jw6y8uC/erNnw3eUlJRQVFTEwoULL+Yp/0vh2LFj+tjDsmXLfrcCrUs6dRMbYqvEcAlq3Zeg1n2JC7ExcqQ2yj5s2DDdU7Ic1157Lddee22l7+ZvPsqmuL4UX92TMMmnxoeP0qKFNog6cOBAunbtis1mY/r06fTr14+RI0dSlaa+zy+MX7CNRxYfw3v6ECCU7F0LgDG8Jt7cY1TkvlsSm1B6cEvZJy3NpNoC8bsqygWVDdL9qgG+alyKKNdsL0dRkSadcC7t8qGHHtLzsFarlZ49e/Lqq6/q6zmdTm666Sb279/P2rVryT55ClFUcuM74D4wk+i4mpw4nEVEWjp+dwniceEvKSSs+52c/t8z7DrporS0VE+BPv744wwZMoSlS5dSUlJCWFgYNWvWpE2bNgwcOBCn00lKSgqZmZmEhoYyb968n2S8lDPWUmYGMvfOdtSqVYvivRk0adKExMREWrZs+ZusB//KiI2N5ZNPPvndt3NJ9+hH92igv/aVw2YyMLpHgwusUTXKc/1H81wIGsUrp0SYv1ljI1Tk8r7yyiucOHGi0rpvrzzApIU7aPb4V5R6/TjdXgo3fY5icWAMrwmoKCYLwW0HcK6Rc+nxPRU+lY3FBYSds4dlbwHVQf4fg3P54h5PmeG8z4fFYiExMRHQ+O7lPPrS0lK++uor/ccAtBRQ27ZtMZvNlHo8KI5QRPxgNGMIjCC3RKjbuAluUyAglBzdCX4fOZ+/gGpx4PR4CQ0NZceOHXi9Xu68806sVitJSUnExsbSpEkTAJKSkti/fz82m4177rmHF198kdOnT/Pwww8TGBjIsmXLAC3V9PnnnwPam3VFt7eIiAjdTvDBBx9k165dzJ8/n127dumdrj8bM2fO1OUVhg8fjs/nIyAggIceekh/21+/fj3p6ekkJSXxv//9D9CuU8eOHWnevDnNmzfXx1CysrJISUk5bzvfffcdTZs2pWnTpjRr1ozCwsLzlvkluKR79OU822cX7+JYnqtCgcZP828roip/WRHh2cW7frSt/aeKeGTe9xS43KhmYyU9ENAGgzUxMj/icZO36iNthtEMXg8gVb62+09l/aL9r8YlDtUM/h93ryoP3FarlREjRvDMM8/o8xITE6lXrx4HDx7k6NGjuihYcXExOTk5HDhwAACvxwv+QgJSu5O/+iOkpAgfsD/3KAk9LqNoux8p0Gwvxe9DXAWQf5zc3FysVitpaWls3boVr9dLUVGR3ssuLCzks88+o7S0FKfTSa9evfD7/Zw8eZJvv/2WDh060KZNm1/UK7/99tvZvn07JSUlDBs2jObNm/+SM/q7YMeOHXz88cesWrUKk8nEXXfdxaxZsyguLiY9PZ2nn36avn37MnbsWL7++mu2b9/OsGHD6N27N1FRUXz99ddYrVb27NnD4MGDq8wIlOO55547j+r9W3BJB3o4+9r3W3Au9/3c77du3cpXX32l5+ABpkyZwpFCP941G1EMRixxjTj16STEU0r+6o+wxNTH73ZqRVIACL6CUxhD4xDx4cs7geoIxV+ch9Zjr7YL/MfigkH+/HuipKSkUpAvr+pcsWIFVquVFi1asGLFCg4fPozZbMbtdrNnzx7tvjWYEG8pzr3rkFInxrA4HI3SKdz4Gbmr/4uUFKHagvC7XeD3YXCE0a5lM74+vIPNmzdTv359rr32WtasWcOMGTO45ZZbOHHiBAcOHCAvL4+rrrqKu+++mx49etC8eXPCw8N1cbU33oxzyIEAACAASURBVHiD48ePoygKEyZM4Nprr8XlcnHTTTexfft2GjZsqL+ZALo0wl8JS5YsYePGjbRq1QoAl8tFVFQUZrOZnj17ApCamorFYsFkMlWSbPB4PNxzzz1kZmZiMBjYvXv3j26rffv23H///QwZMoR+/fqdp+b5S3FJp24uFmJDKmthGIOjib3lDWJDbGzcuBGPx8PevXuZN28eO3bs4MEHH6RGjRqo0fWoccMUogc9iSf3KIGtriXxoc+oMWQKzj1rCWx2FcEdhpAwegHhV43CYA/Ce+YYlpj6hKTfpDFwTOYyOYQqgny1o/0/HOffEwZD5VSlz+cjOzubtLQ0zGYzK1asAODtt9+m3PdhzJgxmoKj+FGMFiKvfQhE8OafpCBjAdaQKC7v0A57QCBGq53AtO4oikKthHjigjWZ4bfeeov//ve/fP3115w8eZK77rqLI0eO8Nhjj/H2229jNBp59dVXyczMRETYv38/qqqSlZXF9OnTuf7668nMzGTp0qWMHj2a4uJi/vOf/+iyDI8++igbN278nc/nr8P8zUdpP+Vbxi/4AbV+OhPeXUhmZia7du1iwoQJmCqYuF9IsuHFF18kOjqaLVu2sGHDhkoD7VXh4YcfZvr06bhcLtq2baszpH4tLvke/cXA6B4NKpVhA5gMCsWlXq4Y8yaOqKZ8tesMfZrF0bt3b32ZhJbdKAIKNvwP584VuPZvwBgcha/gNPi9FG//DlNEAkVbF+MrOAUGE4rZhnP3GkoO/4BiNGNwhODN1cYCFKMFU1Rt3MfKLmo1l74a56AqJUafz0dGRgaG4BooBhPi8/DKK6/oQaawsFAzDPe6sddtzenPngUEfB7E58V5fC9ffLEPo9FITFgoJUczKPT7OJa1h7lHtLTP3LlzeeqppzCbzRQWFjJ9+nQ6derErbfeqitEHjt2jMcee4wzZ85QWlrK448/jsvlYsyYMaxevZqwsDBd8TU5OZmYmBimTJmC3+9n6tSpmEwmRo0aRWBgIDfffHOVlbB/NCrW6lgSm5A97wlGf7AC6MjlibafnTvPz8/XRdRmzJhR5XWsiHKqd2pqKmvWrGHnzp0kJyf/6uOo7tGjpX/KKV4KmjATAnkuLedeWKLpcZQPzpbj3520weDCzV+gWuzE3/0+AckdUO1BYDBhiW+MJ+copug6gIJisSNup6Zp4/ejqAYMARGUs23E68Z9Yu8fe/DV+MujnE9fCUqFnr3BDIoBS3xDTTIYOHmmQPNBQNOyKSjQWFxyfIfW6Si75yxWK0ajkYCAAD1Yl2/P5XLpPdXPPvuMDRs2kJubqwcr0PTb33vvPcxmMzt37uTxxx8nNDSUHj16MGjQIH0X586dS+/evUlPT8flcrF48WK2b9+OoijMmzePrKwskpOTefTRRy/Iuf8zUHH8zhyRQEjHGzk46/8YclVHrrjiCo4fP/6z2rnrrruYMWMGbdu2Zffu3Tgcjh9dvpzq3aRJE2w2G1deeeVvO5BfU077W6c/yhz816Ld5CW6bEGNYS+JKbKW1Lx/rrSZ8Jlejl1eLt69/1BRDEZRLHZRVKOEhEfKmI/WieoI1bxgDSZtAu1vubSB0aJ5fRpMYggMP1sGr5z1+kRRBKUKj9jq6R85mS0WMQZFVjCN14zp40fMFlN0HbE1aK/fX5dN+kYsFosoiiJ2u10CAgIEkPr165/nY6uqqoSGhuq+xmazWZ/Xr18/ASQsLEzsds1Q3GAw6L7HQ4cOlcsvv1wURZGaNWvKlVdeKZGRkTJw4EBZvHixJCUlicFgkOjoaLnhhhtk5syZsmnTJhERsVgscsstt8h9990njz/+uBgMBsnIyJC+ffvKnDlz/uQooKHWOTIm5VOthz7/U/aHP9sz9u+EcwuxHMkdOf7eCLa89xgdO3astOziTz4gIT6OVz9chNEeSH5BIa+OGIjRV4pqtWmOU+XiZD7vWb9Pn0e3EAy7cuTZBo2aNjjiBxGQyjS7avxzoJbl48t72O7SUnyuwjJjmrJxHb+fI68OxZO9j5KDW1EDtIrSDc/fRKnHhygGVKsDrzUEgN1796MajHpP3eFwICIUFBToOvdms1nfh9zcXGrXrk1BQQFer5f09HT+9a9/6Tr2mZmZrFmzBpPJxL///W/WrVtHUFAQPXv25Mknn2TMmDHUqVOHwMBA5s2bx8MPP8y4ceP04yoqKmLmzJksWrToLykidu743U99/1fF3zbQ16pVS+fk/lKcexGD2w0i7rY3aT78Od555x3qdh2Mp+djDPwkm6YTv+JYnospS49giKyFOTaZkjMn8VsCMKsKltBYFKMFjBYsCakoZhsoKvZG6Zr5t99P4cb/ofsaeqsO7Eq51WA1/oaoetDdX5bHrcipN0XUwtGoU9lqKlrHGxRLAFLqRMr8W4Mvv1GT2vB7KcrLoSS3LMVgNCKWAK4efAtms5ni4mJEBJvNRkxMDCaTiejoaP2HICEhgaNHjxIWFkZaWhqnT59mzZo1+P1+PB4PDzzwAJGRkSiKwubNmykoKCAgIIB58+axevVqRo4cyYEDB3TKZ4sWLdi/fz9paWm43W4++ugjFEUhICCAlStXUrNmTZ1zfyG89957upXg742LVavzZ+OiBHpFUXoqirJLUZS9iqI8fDHa/DPxYxf33OKqPJcHv/asYQypgef0Qe11yS+UOIsx1UzRgru3VJtX6gSjmbD0YWUmIz5K9mtsA8XiwBCo9cjMMfXO9v4BKbcarMbfD+Yf7x2GhYWRkJAAgCf3CMU/LOFs5gUQP1JahOoI1seATi98WZunGlBtwajWoLL7ScVXdIZvvvlaZ34YDAZcLhf79u3D5XKRkJCg04jnzp1LSEiIrqVz4sQJfZ6iKHg8HlRVxePxMGPGDKKiojh06BBLliyhVatWTJo0CUVReOmll2jZsiXr169n27ZtbN26VX9zsNvtxMbGkpKSwvDhw38x5/73xLnjdxX9dC8lXAxzcAPwOnAl0AgYrChKo9/a7i9Bnz59aNGiBY0bN+att946b35V1WwHDx6kXr16nD59Gr/fT8eOHfnqq68AeG/i3bg/GcPJd++mKPNL/eIO7diAe+4fw7437+T4+w/gKwu+4vdxcs54XPs3abx5rxtDQBiIH+fOFZhj6gOgmmx6SkYx2wEBVdVSNAYjqsmCvf5lALhPHwbAEJ5IcPvBKJaAP+BMVuMPRdkPuaXs/ihHRdEyOFsVq6hl/sA6G+usS5klPB7VbAMRbPUu0wvxDAFh+IvP4Hee0e49txMUFbe7RBdIKy/GKhf6W758uT5Y6HK5yM/PJzc3lxMnThAfH6+rZLZs2ZITJ05gMplo3rw5YWFhqKpK/fr1mTJlChkZGbRv355evXqxY8cO9u7dS2RkJDfeeCNNmjShTp06ujrkhAkT2L59Oz169GDp0qWMHDlSf1YB3n33XerXr0+nTp1YtWrVRboAPw99msWx6uEuHJjSi1UPd7nkgjxcnB59a2CviOwXETfwEXDtT6xzUfHOO++wceNGNmzYwCuvvKKrVULlarbyYoVZs2aRmJjIQw89xB133MHzzz9Po0aN6N69u97evh1bycnaQY0jS/nfbZpzTnFxMZ7wOsTe/BrWmo0p3LIYAH9JIY6UbsTe8gaqLRAUMEcmYgiKwO/MJ6zb7SgmK3F3TEcxmsHvw+8poeZ9HxHYsi8YjChGMzWGvUThhgUotiAt3SN+fDkHyV87Bykt+iNPaTX+CJRJWpRm76v0td9fWeqisLCQw4cPa9WqZakZTFaCktLKG8Jz5hiBogV3174MfV1fWaUrAIqKOaYBisWOLy8bv99/npNVuRxyOWNHVVX69OlDzZo1OXXqFN27d2f58uWEh4ezb9/Z/a6Y1y9vKzw8nOHDh7NkyRLeeOMNXC4X69ev18cDwsPD6d27N4cOHWLIkCEkJyczZswYXn/9dbZt26Y/q8ePH2f8+PGsWrVKrzitxi/DxQj0ccDhCp+PlH33h+GVV16hSZMmtG3blsOHD2vFIWWoWM3WtGlTlixZwv79mjP9rbfeSmFhIVOnTuW55577yfbMZjN1Wmj5UXONuvjyTwKgGi0ENu2JarIQ868XUIwW4nuPYvDop7HFJWMKqUHC/WXCRYpKeM97yf7w/zg69RaKNi/U+MylTrI/+j8AHA0vR1yarDGKQRvErcYljXID7irhdlVK0xkMhvN8FMqhfa+Az0PBvi369xEREfTr10/74C2hPK2jOsJQHaHaOuLXCvbiND62w+HQt6MoCuvWrdNTJuWFPyLCmTNn2LFjB4qicPLkSSIiIvjuu+/Iy8tjzJgxpKWl6fvRtWtXOnbsyEcffYTVauWDDz5AVVVGjhxJaGgo+fn5HDp0iHfeeYfMzEx69epFaGgoCxYs4J577iEwMJBXX3210rO6bt060tPTiYyMxGw2V6JtVuPn4WIUTFV1R8p5CynK7cDtgJ5v/C0oN+Pet3UdztVzmTb7Uwa1q0t6err+agkgIgwbNozJkyef14bT6eTIkSOApg5YLr70zTffsGbNGux2e6X2TCYTY3om88i87ylWVMRfoeihwoOpKDC5Xyoh+VZ2LI7k3CHhgNSugODav5GIqx9AMRg5NvUWogZO5NjbdxPcui9Fmz5HMZowR9bGWqcV+as/Bo+LaqmESxPl6Zcq4a/8Q15VMU15r7v8L/7Ky5w6dUr3S67UdHFu2X/a/ekvKaRkX5nGisGIarbjKy3G6/XRol0nDGYbcAa/369bGGZnZ/Pee+/h8/nw+Xw0aNCAY8eOAXDVVVfp1brlrBu/38+JEycoLi5m9OjRdOrUCbfbjdfr5eqrr2bXrl0MHjyYF1988bxjrOpZnT9//gV/+Krx83AxevRHgJoVPscDx85dSETeEpGWItKyvDT716LigKi/1InXaGPCor28Nu871q5dW2nZrl278sknn3DypNb7zs3N5eDBg4Am8TpkyBAef/xxbrvtNkCrYAsNDcVut7Nz587z2isfnAlzaK+qITYTAYmNce5YTlyIjatse7GZDHoer0awVdfargh/aTEGezCKwYjn8FY8+eVm4ULxtmUAGIMi8eZnU5gx/2wwMFq4EEujGn9dNG7c+BevU7G3PXHixMozDZXfEMr50uUICDg7pmMIjdNN6RWznV7X3wSAyyNgLxv0VFXyEzqScyYPQ3ANLLWagmrAGBzJ0NGTKCoqIiYmhiuuuIL69eszaNAgevfuzZAhQzh06BB9+/bV2nS5eOKJJ1izZg1ms5kRI0Ywf/58cnNzsVgsrF+/nttuu40bb7yRYcOGsWjRIs6c0ca6LvSstmnThmXLlpGTk4PH42HOnDm/+Fz+03ExAn0GUE9RlNqKopiB64H/XYR2L4iK1Wq22i0Qv599b97JhPGP0bZt20rLNmrUiCeffJLu3buTlpamV7N99913ZGRkMGjQICZPnozZbObdd9+lZ8+eeL1e0tLSGDdu3HntgRbsn+qbyoAW8WSO707motnUPb0K99yHMBYcPU/HoioWT0CjdEpP7OHk+6Mo3LYMY1iZaJFA0fZlAPhLighqOxDVFnyWi3+OLo5i+fEKu2r8NbBt27ZftLyiKIiI/ve84FaFcXx5z1pRFG699Vb9e9Xj0pcPsFuoE6X9CIjXjd9VVsLv93Fy0euI24kv/wTu7P0oJive/FOM/ldvJkyYwGWXXcbLL7/MwoUL2bdvH7169eKuu+7i0KFDeDwe5s6dS0JCAqqq0qiRxse477776NixYyWNnvHjx7N8+XKaN2/OV199pb/hX+hZjYmJ0bffrVu3v4SS5SWHX1Nlde4EXAXsBvYBj/7U8r+1MvZiVqtVNP/+KRQVFclVV10laWlp0rhxY5k1a5YkJibKqVOnRERkzZo10qlTJxHRjI+HDh0qnTt3lrp168qdY5+WdpOXSPTgSRJUK1XadO4hDRs2FEU1SMKY/0niQ59LxDWjz1Y8QoUKyArfGcwVvque/jZTBWNwQGw2mzgcDv2zUtEsXjWKYrJq90SF+6FOnTqiKIpYrVZ58sknz1tXURQxmUySmpoqgFiTWokpuq4A4mjSQwxBUQKIIThaDIFnK3BDO98iAwYMkNatW4vH4xFVVcXtdssDDzwgzZs3l5CQEFm2bJnUqlWrUkWrw+H4xc9jNX4c/JmVsSLyhYjUF5E6IvLUxWjzx3Cxq9V8Ph+33XYbjRs3pnv37rhcLqZNm0arVq1o0qQJ/fv3x+l08uWXX7Jnzx66du1KZGQkq1evJi8vj/vvv5/u3bszfvx48vLydDuwNWvWcPr0aSwWC9OfHsu7/eL56PbLKD2+m9nT3+D7779HRHDuWo23MIczy96jxrCXMEXU1AZtrxlDYAvNGFl1hICioNqCNK2caly6UKp47LyloBg0VhYaayU1NVWfXbt2bf1/a0IqalAUIHqu3mw2c+rUKZ398vrrr+vLl9M17XY7Ho9H05gxmlGtdjynD4KiUpK1WW9LNVkRbykgKEYLzq1fsmrVKgoLCzEajYSFhfHCCy+wfv16WrVqRWxsLCtWrCA6OvpinqVqXERckpWxF7tabc+ePdx9991s27aNkJAQ5s6dS79+/cjIyGDLli00bNiQt99+m9TUVI4fP86CBQsYP348r732GgBbtmxhwYIFPPVU5d84VVX5z3/+ww8//MCAAQP4/vvvAWjdujVJSUkau0I1UHpkO+4Te1DtQeQsfAHP6UMgfnIXv4YnRxss9hfngQj+otPnDd5V4xLDBVRJFZOZ2nU1Tr3X62XXrl0kJSVhsVgIDAykTp06oCh4T+7Dl6MR3cLKxrs8Ho/eewsKCuLWW2/Vc/w+nw9DcDSlPpWQ8EiCgoIwGVVUrxtrYhqIIKUugtK6gcGEz1VIaLfbUS0OzOFx3PPgo0yaNEm3BBw6dCjTp09n06ZNbN++nejoaFauXFkd6P/CuCS7hhfLWaoctWvXpmnTpgC0aNGCrKwsfvjhB8aOHcuhE6fIzsnHlNiUj4ob07R9VxolRjN27Fi6d++Oqqp0794dm81GSUlJpQGxmjVr6uYBbrdb1yypyCAwqAooCiVZW/CcOkhgu0F4Vs4GBFNojCaTAFjrtKTkQCb4f4S9UY0/HwYz+M6O0RjD4vF7SvEXVuCzU3aPKAqG8ER8p7M0UxC3i/07f0CxOMjJPYPFaiXKZEJVVbZs2UJERARBgYGoqkqeU2uj8EwORqORuLg42rZty+eff87Jkyd55ZVX6Hz1AL5d+Kk2ruP34S0pwhkQyiszPmLkdV0oPbgJMdowhsRQu/swnnn4bp4ccZpNa1dgr9WMQoudF9+cwZ3XdsDpdNKuXTsAli5dSmFhISNHjuTJJ5+kbdu27N+/nwMHDlS6t8t9bqvxF8Cvyff81unPVq/8dNMRaTd5idR66HNpPmaW1KzTQJ/37LPPyvjx4yU6OlrunfiiJI9dJOFXjRRHSleJHvqcqGa7NG7RVhITEyUmJkYSExMlICBAJk6cKLGxsZKQkCAdOnSQuLg4sVqtkp6eLg8++KAYDAaZOnWqJCUliaIoEtXqKjFFJAiKKkHNe4khMKIsV1udg/87TuXKkGenKsZhylRO1ZAYfX7HntfqufqGDRuKoiiiqqoYjUZp1KiRrkYZGhoqJpNJ2rVrJ+3atZOgoCAxBkUIKKKYLBLa5TZBNYoxrKY0GDpRxo0bJ4Dceuut0qBBAz233qtXL7FarSIismTJEmnZsqWkpqZKamqqLFiwQEREOnbsKEajURYvXiwiIrfddptcc801f/BT/M8E1eqVPw9VGYFnF5RU0pr3+/0UFBTw6fJNOEtKdbqjN/cIfreT3bt2ERkZScuWLYmMjMTpdPLuu+8yePBgQkND2bJlC926dePaa68lKyuLadOmkZKSwlNPPUXXgTeBaiR3z2Y8Z46BomCMrou/pBDMNpSKtDlDRSrlP+5SXZqo0KM1hdTAaNJy5uXCZJXkDRQFxVDhpbosdy+uAkwRCaCorPz6C12O4MCBA4gIfr8fr9fL9u3b2b17N36/H6fTid/vZ82aNaxevZqCwiJMsY0AQTyl5K2YCX4v9gbt2P3xZKZNm4aiKHzxxRc0bNgQgOLiYqKionC73bohdUZGBuvWraNRo0aMHTuWQYMGUVpaypo1a/RK8rfeeks3wf4jkJWVVclqcMOGDYwYMeIP2/4liV/z6/Bbpz+yRz9jxgxJTU2VtLQ0GTp0qDQfM1usiWliiqwl1sQ0iR7yjJgiEiSyeXcZNWqU1KlTRxo2bChBQUGCoopisoqt/mViT+4o1trNBUURY0gNWblypSxZskQcDocYDAZ9nZEjR4rVapXx48dLu3btpF69emK1WqVfv35Ss2ZNaXTLs4LRLFGDJ4spIkEUk1XCrxoplvhGAkj4NaPFEt9Y69mZz/YCzTEN/vReafX045OiKBLRrHulz4AYjUYJDg4WQOwBmo67pVYzMYbEVN3Lv8BkMBgqfTabzRIZGan/f/vtt0vDpq0u3IbBKKboOvrnevXqSVhYmCQmJsqcOXPkkUcekQ8++EAcDoecOXNG6tWrJ0VFRfL888/LTTfdJCIiW7Zs0XXj/ywsXbpUevXq9adt/88E1T3687Ft2zaeeuopvv32W7Zs2cLLL7/Mjrkv4mjcldibX8PRKJ2C9fOIveUNnG4fu3fvZteuXWzfvp1Ro0aR2PM2Eu7/hKi+j4KioloDUS0Omgx/gWuuuYYHHniAK664goiICGJiYggODuaLL77A5/Px9ddf07dvXxYtWoTb7SYpKYns7GyOHzwrzyAiiNdNyaHvMQbXQLE4yPtuBqVHtunzy3t57uO7/pRzWI0LoOy6qBY7FqvG9urcuTPJDk1vxmaz0aCBRg7wer36/yW+s25i/tJiMNu15ix2MFQeMlOMZjCY9LEdn8+Hoih6HtztdpOXl4fNZkNVVdatW8fevRUcyiq0p1gDAZXaN72g685ff/31OBwOsrOzmTlzJl999RVTpkwhOjqaWrVqUVJSwqFDh1i+fDlDhw4FIC0trZLkwU+h3Dnq1ltvJSUlhSFDhvDNN9/Qvn176tWrx/r16ykuLubmm2+mVatWNGvWjAULFujHO3r0aFq1akVaWhpvvvkmoPmprlixgqZNm/Liiy+ybNkynek2YcIEbr75ZtLT00lKSuKVV17R9+WJJ54gOTmZK664gsGDB1eSPfm7428X6MuNfGs/vJBrHplKaoceREREAJrcq+f4Ll3P29G4C6VHNIEku9nAwIEDKxV21I06W4xUcjCT0qM78JcUsX/GwxQXF3P48GEuu+wyXC4XmZmZuN1uVq5cSXJyMi6Xi7p16/LBBx/g9/tp1aoV9erVI75eKgZ7CM6dK/AVnCL8qvuwJmg0OtViJ/7OdwjtdgcAphr1MARFgcGEOf6XV1ZW43eEqt0n/lInpWUSGd9++y0bNmjyAi6Xi4MHD+pBedOmTdrybm1Z97GdGMNq6gwqKXWeVwQlXjf4PHiVswG7bdu2BAYGVlqutLRUV2T1VpRPUAxaCghFSwD6PDzaPQm73Y7X6yUlJYV58+bRpk0bdu7cqRc9tWnThg8++IBDhw7paZ3fIkGwd+9e7rvvPrZu3crOnTuZPXs2K1eu5LnnnmPSpEk89dRTdOnShYyMjErm4W+//TbBwcFkZGSQkZHBtGnTOHDgAFOmTKFjx45kZmYyatSo87a3c+dOFi9ezPr165k4cSIej4cNGzYwd+5cNm/ezLx58/Tr9E/B3yrQn6cV73SzbNepSvl3m9lQJTUzJS74PB/HvSeLz34QIbL/OFANmOIaYTabCQkJoXnz5hQVFdGtWze6d+9OZGQk77//Pvn5+dx2221kZmaiqir9+/fn7bffpuDr1/EV5+LcuQpDQBgBKV31TfgKTlF6dAdBLbTeifvID/jyT4DPg/vojrJeWQVU63/8eagkNCf6f/Xq1dM7Cy6XS2dh2e12NGGxMq66PRj30e3g9WCOb6xXOJfz6FV7MKBgjKyFarLo7e89cAins0yC2GBg3LhxeuD2eDyE1k7V3jYUFfx+PAU5gOB3OwGhvk1jwiiKQv/+/fV2b7zxRiIjI3nuuedYvXo1V155JZs3bwbg8ssvZ9asWQD88MMPbP1/9s47PqoqfePfO3dqZiaZFEIqSUgILRVCCT2gUhVEESwsogs2REWRYkFZ1obruoC6+lsFUVGwAIqCUpWqlNB7TGihpyeTTHt/f9xkSBRsq7vq+nw+90O4c+fMnXvnvuec9zzv8+zc+aMuVUJCAqmpqeh0Olq3bk2vXr1QFIXU1FQKCgp4+umneeqpp8jIyPBrSx09epTPPvuMuXPnkpGRQYcOHTh//nwDwcInnnjiop/Xv39/TCYTYWFhhIeHc/r0adatW8fAgQOxWCzY7XauvPLKH/Udfuv4XQX6+tIIAOa4dEr3fsETH3wFaNoZPbp2oY8lj2iHhcq9a3AkpPLk4FSahAQ0aMtut1NSWnahrfhMKvd+rmnTOJpw/fXX89RTT/H4449js9kYNmyY/9iMjAwmT57M8OHDWbRoERaLBVVVad26NQWH9tEoPAK9IwJqy9ttqZfh6HojhtBYKnavpPC1MQQkdyL2vneJvHkGppjWGMKaoLcGY4zTaKAoOq146g/859CgY5WLvKywd+9eRKRBigW035NiMFxYcHW7QKdDsQTiqyrxyw8/+tAkTCYTlsYJgOApPqlJVgOoeoJzRtKvXz8URcHr9TJ79mzCwsIwGAykpqbiPXUAxIc+qDG2tMu1WYKiMGDYzQBUV2s69Hq9vsHsdeTIkZw/f579+/dTWVlJRkaG3/LvjjvuoKKigrS0NJ555pnvtfx79q1PiOw0mISJH3PNSxuokQufU6eKWfd33SL1+++/z/bt29m+fbt/JiEizJw5V2wrBgAAIABJREFU078/Pz/fvwAMlw70de2D1hl6PJ4GtOf/RfyuAn19r1fQNOGDsoey/Z/3kp6ezrhx45gxYwY7Vy+mfN69pFfvJHfpvIvy76+88krcX2+icPbdVB/bTchlo3GfPYJ43BSvfpVt+7/Gbrezbt06RISHH36Yd955hzfffBOv18vbb79N9+7dWbNmjV/98vHHHycqKoqSc6exWK0oqoHT8yYAoA9qTECLLhiCo7C2zsFTdpZTbzxA1cGNRNz4NOHXPIKID7VudCeiiVXBHyP7/xRqg0VdbUNDKP6Frzo9+cTERH8wNZvNNIlLBNFMZwKad8bStB3iLMVTdALFbMVgMJKZmUnn3ldReWQ3ADqTRUvf6fToA8MpWLOA3NxcunXrhsVi4ZlnniE/P5/w8HAKCwvpkt0Bo8lMbNdrMIbHoxoMxCU2Z+OnFxQgly5disfjITMzk+DgYNasWUNUVBQxMTF8/fXXfP755+zYsYMlS5YA2nrDO++8w86dO5k7dy4bNmwgKyuLxx577Ft57kW5J3h1vw5Tt1sRLs5q+yZUVWXmzJn4fD7Gjx9PUlISqamphISE8NJLL3H06FG6detGy5YtadWqFYcPH2bnzp04nU4yMjKYNm3a9966Ll268NFHH1FdXU1FRQUff/zx977n94TfVaC/mASCLbUX7e6fzY4dO5gzZw7x8fGsWrWKnTt3snLlSr+g0pw5c7j22mv970tOTuatT9YSPXIm5tgU1IAgGg+ZQvh1UwHQX3YfvXv3plmzZjz22GPs2bOHOXPm8PTTT5Oenk6bNm0YOLCh/8r06dMpLCwkKiqKGS/PIeqq+3EXFVK8WpOXrdq/Dl1AEJ7iQiL+9ByRI2fgOn2Y6mPaQ+8pLsSW0QeMZlDA56ydcfyPj1Z+SYSGhjYYmet0OsRd3eAYS2xr+teOmOvokyJCYWGhP59uNBqJjw5H0amIqwp7Rh/c549qqcDwBMyxKbjdLjp37kx19u3EjV+EYjATO+ZNgrsNB0UhcuQM2t79ImPHjiUsLMy/9gRap/L++++zZMkSIiMa89VrU/jH8Gz04uFo3gGKijS54r59+/Luu++iKArl5eVkZWWRmppKr1692LRpEyJCTk4OCQkJJCcnk5ycTFpaGnq93q8y+d5773Hzzdr33bFjBykpKaSnp9OtWzemf3qA4rxczrynqW2WbV6Mu+wcI67pT9OmTdm3b5//nGfMmMGhQ4fwer0sW7bMH9ibN2/OihUr+PTTT2nSpAkdOnTgwIEDREREsG7dOgYPHkyzZs0AGDFiBA8//PD33sd27dpx1VVXkZ6ezuDBg8nKyvrV2BX+R/BTqDr/7vZL0SsXbjsuLR5e2kDorMXDS2XhtuMXPf6bImXvvPOOrFixQjIyMiQlJUVGjhwpTe5fKHETlkjEn54TU1QLMTSKF2NkM2ly74IGNK8vv/xSsrOzJSMjQ7Kzs2X//v0i0pAKNnv2bLnrrrtERGTBggUSm9hcFNUgxshkSR/7igRHNhFjSKQoeqOg04vBHio6i11Ue5gYGjUVfVCERN/+quhDokUxWcWadkU9+tx3U/P+2H4aXdJqtYpOd6Go6duFT4jeaBaHw+F/XVXVhiJk9drTWTR6paI3ij40RlRHhJjj0sQalSQ6nU7mzp3rF+1D0UnsPe9I5MiZorMGS+MbnhKT2SLR0dESEhIihw4dkk6dOsmOHTu+99k4deqUdOnSRf71r39JQECA5OXlSUxMjDz44IPy+OOPy/nz58Vut0tycrLcc889IiKSmpoqH330kYiIGAwGueeee2TatGkSGRkpkZGRMmzYMImIiJCOHTvKgw8+KJmZmaIPjpLgXqPEkthOmoxfLMaoFqLoTaIPi5MnnnhCQkJCxOVyyebNmyU9PV2qqqokICBAkpKSpGvXrvLqq6/6z/mmm26SxYsXy+effy6JiYkyZcoUyc3N9b9eJ5pWXFwsL7zwwvdeg/LychERqayslLZt28rWrVu/9z0iIn//+9+lsrLyBx1bh1+KAsof9Mofb+S7bNkyoqKi2LFjB7t376ZPnz7cfPPNzJ8/n127duHxeNDtX4543Zxb/DTBl40m6pZZNB76V6LDHA3aatGiBV988QW5ublMnTqVyZMnX/I8F+We4Oa7JyC9JxHdbShDr72GftZ8+vXsisVbxd+ffYYzpwqxKG4cXYcTc+ccjBGJ+Dw1/tyrYjBTtX/dhUa/x2D6D1wa9d2f6lviiYi/EKlO391ZXa2Jj9Wtjyg6PK5qHOFR2utOJ16v15+nr1vgN5vN9OzZk8v7DQSdvl7OWCH2ukd5c8ka7HY7jz76KOrhz/GUn9cWZnV6zi+bha+ymNLlL3HLyJtp2rQpHo+Hfv36ceDAAT91Mz4+nilTptCmTRvimrUgc9wcEiZ+TOenVtG55xUcOnSIadOm4XQ66dy5MxUVFXz00UccOXKEyy+/HJfLhcFg4K677qK0tLSBQJ/BYGDZsmW88847TJ8+nZycHDZv3kx8fDz79+9n27ZtLF++nGZXjaFi9yoAKnZ8Wiu1fS3t73+N2267zb84+tI7H3M+NI1Wj6+i2uOjZYecS+bRu3XrxhdffEF0dDTDhw9n7ty5DV4vKSnhxRdf/N77PHr0aDIyMmjTpg3XXHPND5Y7fv755/0L4L9V/K4CPfw4I9/U1FRWrFjBhAkTWLt2LQUFBf4pK2jTwsZVX6MrO4lqC/GbOFttdh7s19D/vLS0lCFDhpCSksJ99913Sf3xr89WMOmDXegim3Pu4+cpc3l59733mfPWO2RlZZGdnc28efOwWCwEBQUR3SwFb2UJhpBoP9PDHJOCarETkNzpQsOu3/YP8b+J+u5PLperQfWqGhwNOpXKqiothSOAeJHqWh0XnQqKjqP5mj3l8OHDeeCBBzAYDH4NGtC49Js2baKsME9LGXjdeMvOITWVJB35iFFXZFBaWsqRI0c4t3o2alUR4q6mcv9avBXnAYWIYCsiwvr160lOTkZRFCorK+nUqZM/SFZVVVGjGCk8fZ5d//cA7ooidi96kbx9u+lwxUCsVisBAQG8/PLL9O/fn7179/Lqq6+ydetWIiIi0Ol036JSLso9QbXbx+ET5ygJz2Bz/nkMBgNXXXUV11xzDQkJCcTExJCRkcGdV2Xjq9RSPNUF2zFGNMNoMjO+d3NCQkJQVZVPdhxnyc5Cyqs92uUUWHf4HPqgCObPn+/3rP3iiy9o3749R44cITw8nFGjRnHrrbf6qaoGgwG3283EiRPJy8sjIyODkSNH+qt0r776am655RYAXn31VZo2bcr27dt5+OGHWbhwIRkZGQ0MyD/77DOys7Np06YNQ4YMoaKighkzZlBYWEhOTg45OTmXPA60gWOLFi3o0qULH3zwwc/x0/zZ8LsL9D8EdVz73q8dotHwv1Njj2bSpEn+Qo36iHJYuKdnEka9+p2zhEceeYScnBx2797tX/S5GHKPluB0ewntPQZHt+EoIlSfzqNCseJwOEhMTOSGG24gOzubU6dOUbXqn6ie6gaGI8aIJLzl5xCvB1BA0WEIT7jo5/2BHwedToeujo2iGvEUnwSfF9FbaimPQp3/KgBeNzqzDUPjRAA++ugj3n77bdq2bUtoaChnzpzxMz8qKyvZvn07nloufaPgQHzOMpYueJ2Kigr0ej1Wq5XKshJOvT0J0GQUdOJFp1OY+69/cvvttxMUFMSePXtwOp28+eab5Ofns379ekSE1atXo/QaR9igSejMVoo+naWxxUwBrN9XyCuvvEJlZSVHjhzh888/98so1OXwe/TowaxZswgKCiI4OJhHZsxl0ge7NNtBWzBlTg8zn3iYo0XawOLcuXMEBgZy1113ERYWRutgwWbUYdbrACHApNIvNbLB8/LyF1+ji2yBM+8rxONCRCg/9BX5vhDS0tJIT0+nZ8+ePPPMM0RERLBmzRoyMjLIzMzk/fff55577gG0EXpaWhrV1dUkJiayfft2evfuzdq1awE4ceKE30h83bp1dO3alX379jF//nzWr1/P9u3b/Qbk586dY9q0aaxYsYJt27aRlZXFc889x9ixY4mKimL16tWsXr36ksdVV1czatQoPvroI9auXcupU6d+qZ/oT8JvUr3y30Ed197p9uIpP89pi51PJZlBg0ey4bN3KSgo4PDhw/5ip+7du3PH1d2ZMamS+deE065dO8rLy/20sDqUlpb6R29z5sy55OdXujyYAHfxSaqP7UJnCcQQFofPGsbTTz9Nr169/ItbBQUF2IwKRZ89g88Q4i/0OvHKaBRjAM6CrYCATkW1heE+k/8LXbXfNxwOByUlJej1ejwej581U1+FEldlvf82TDH4qisw6nWEREZy/vx5SktLOXHihL+90NBQXC4XwcHBJCcns2PHDiorKzl77hx6SyCe6gr/wKCiogKTyUS3foNZvnAehpAYEq95gENvTmHSpElcccUVhISE+Iv1HA4HDoeDgoIC3G43Bw4coObYRMRdg7fiPF5nBSBITRXnty3jxht3k56ezqxZs9Dr9bRt25aIiAiSkpIAGDduHFOmTCElJQWXy8WzUyfj1RnQOyLxlJ+nfMtCrK1y2HX0PMf25WI2m8nPz2fo0KEMGDCAlJQUzAaVrKQwBgwYwIwZM2gVqS1I13Ump8uqMUUmY0lqT+HsuzHHtEIXEEiFz8j06dOZPn16g+s7YsQIRowY8a37lj1sLOuCe7PlSAFFm/7CotwTdO3aleeff569e/fSqlUriouLOXnyJBs3bmTGjBm8/vrrbN26lXbt2gFaqi08PJxNmzaxd+9eOnfurN1ul4vs7Oxvfealjtu/fz8JCQn+ReKbbrqJV1555Qf8+v4z+J8Z0RcUFJCSktKAa+8+W8DJuePIe+VOZj43nWnTpjF79myGDBniL/C4/fbbMRqNzJ8/n7vvvpv09HQuv/xy/4NZXV3Ntddey4MPPsikSZPo3LnzRc2d62A1an1r8ZrXKM9dRsnaNzDHtkZXec5f4Vg3+nA4HKxYsYL8g3uxV5/FW3WB128IjUWnN2NrcyX4fFQf2fELXr3fOr6bflpSUoJOp7vAK68nLGdOaINi1vLzOvsFlovOEgi1VFd7i86UF+zC5/ORlZXlT3/UpYCcTicej4ejR4+yatUqIiIiAAWdJQhz654NzlHR6XB7PKxYok39T775AMd3rMfr9XAgL5/Zs2dz6tQpfD4fH374IQMHDuTYsWOMGjWK06dPExsbi94RgXhq0FkCiRw+HV2dX6zeQEFBAUlJSeTm5jJ9+nSGDh1Kfn4+o0ePxmazMXDgQPLz89m9ezcLFy7EZwzQ6j28biJueJKgjtdRseNTKkqL6dixI9XV1f6agZ49e/rlFfLy8ti8eTOnT59m6tSppKWlMW/ePEaPHk3RB49T+NoYXGePED3qZRoNfghP0Qmim/3w6u/6xZEAHq+PSR/sYvMZKC4uZtmyZXTr1o2uXbuyYMECbDYbdrsdEc2AvI6bf+DAAR577DFEhMsvv9y/vy6l9U1813G/agPzn7KCW7cB04H9wE5gIeD4Ie/7b8gU11kG/hQbQrfb/bOdx8JtxyVp8scSN2GJNHlgkeiDGkvT+9+VtPZdZOzYsbJhwwbp1auX7NmzR1566SXJzMyU1NRU0VuDJOzK8RI3YYmogeESeuWDgk6V8GFPCIoi6OoEr/6H2TffsOO71GY0GkWv10tERIR/n8FgaMCuudgWfcfsC//XqYJBY+DkXHmtmEwmCQkJEZNJO4c6uz1qmTgpKSkSGxsrVqtVZs+eLabgSFHtYWLL6Cvo9H65YmNQuOiMZq0NS6DoAhtdYPfYQiQrK0vS0tL8+xwOh6Snp0vfvn3FZDKJqqqScMNjEjboIa0NW6j/2Jir7pOAgACJioqSsLAwSU1NlWHDhomISLNmzaRNmzZiNBpl6tSpIiIyZswYaXbdJIm95x2xNMsWfXCU6ENiBNUonZ5cKW63W0pLS0VE5OzZs5KYmCg+n0/y8/NFVVU/Q2bIkCHyxhtviIhIZGSkLNiUJy0eXioByZ3EEJ4g+pAYaZRz8yXZcRdDpydX+p/dmLHzRA1sJHETlkinJ1fKiBEjJDY2Vg4dOiSbNm2SmJgYuffee0VEZM+ePZKUlCSnT58WEZHz589LQUGBnDlzxv8eEY2Zc+DAARERSUlJka+//lpE5JLHOZ1OiY2NlcOHD4uIyLBhw35XrJvlQIqIpKF5xk76N9v7ReHxeKj87B8UvjaGswufwOeupubUYU7Nm8jZNzRe/MmTJwEtVzl58mS6d+/OP/7xD26++WbGjh1Lp06daNq0Ke+99x5wYaYAmghTbGwsrVq1aiDC9C3UzvwVVY8a1JiyHStont6Wrl27snr1avLy8rBYLDz77LOsXLmSnTt3YkrIQuppoVji04kbvxh8PkBHUMfrsGX2Q2exYUpo22BU+j8DT803bBa1EZaleWcM0driuS4g2F+R3MAApkmmP2UTn9yyXhMKmDWGTeHr9/p3JyclcueokTRv3pzPP1mIG5UKQzAtx7yCJUBj2rz99tsAREZGsnHjRubOnYvX66WsrAxvPYaJagvGkqhVm3pF8LlqNAMTnYojeyiW5GwUYwDe6gqKiorYu3cvERERGI1G0tLSSExMJC4ujp49e5KVlYVn+4eUrJ0LqoGA5Gx0thAAhnVKxu12069fPzp37ozD4fBrvtStCaWnp/uvQ3Z2NtVb3ufM/IcwRiQRPfoVom6ZCYrC+N7NEREmT55MWloanTt35ujRo5w+fRqA8PBwli1bBlww8wFNFG3+9AfpbTpI6g2TiR45k/bjX+eVv037UcZB9YsjVUsgpuhWFL56J7sXvkDXrl3xeDwkJSXRpk0bioqK6Nq1K3BpA/JGjRoxZ84crr/+etLS0ujYsSP79+8HtLWAvn37kpOTc8njzGYzr7zyCv3796dLly7ExcX94O/yH8FP6R0utgFXA2/9kGP/WyN6QJ54baG0eHipWFMvE0ePkWKKaiFJ970tC7cdl3feeccvx9q9e3e54447/O8fMWKEXHvtteL1emXPnj2SmJjob7fOXPzll1+W+Ph42bx5s1RXV0vbtm39I4E61B+JxE1YIoGdholqbyStbn1GTp06JbGxsTJo0CDZvn27pKWlidfrlVOnTonB5pDQfvf6R/Qxd78l0Xe+Lqq9kegsdgnqdL0E59wiluROojPb/CN7xfAN3rdO/c5R6+9q83PZL8JpN1rFGBp90fcFhYRd9HoZI5r5R94Oh0NSUlJkwA23Coqq1T7ojQ2OT0hIENAMQ4KDg8XhcIiqqvL000+LsXZEH5h9nejMdjE2SRUUncRdO0kiOl6lyWEHR0nYVQ+KJbmT6EOixegIl7Zt20qnTp1kypQpYrVapXv37rJ582Z59913pXfv3tK2Sy9/LYkpNkXCBj+ijcSNJvnss89EURRZsGCBDBo0SNq3by8Wi8X/29y0aZN069ZNgoKC5Ny5cyIikpubK7YghxgdEdJ42F+l05MrxWwJEBGtLuS6664Tl8sls2fPFrvdLvn5+Q2eCZELZj4iIh6PR1atWiX33nuvJCcn/+TZ8jefo7qt05Mrf1J7vxXwK+DR3wIs/Rnb+7dRX8nympc2EBYRxaSRg3hycCrxHfrgzNtMzamDHHnhZq7vlMT48eP5/PPPadeuHZs3b+bYsWN+2tqyZcuorq6mY8eODBo0iMLCQkDL0R87doy0tDT+8pe/cPLkSW644QY6dOjA8ePH6d+/fwMaVmGJk+Mv3ULJ+rc59eaD4PPhrTjHwYX/4PLLL6e4uJiuXbuSnp5OZmYmrVu35pZbbqFNu44Y1Ia3S28PpdHVk1EDw3HmfYU5vk2tOUp1bfWsquVqAxxQp5fiu/T6QZ2w1m8Wlm9UOtaNmuubfdSqToqrElfRxZkRZSXF/r+VuukX4D6TjyVA00SqqamhWbNmrP1qu3acyQriw952ICgKTa64hcrKSlRVpVWrViQkJNCyZUuSkpIID9cqZIN7/hlFpxLQuid43CBC4Wf/x9ktn6Az2QhsN4iyLYtxHtyIp+gEFp2PgwcPsnv3bt59913/eW3dupUnn3wSgAMFx/n6tXs5Oece3OeOaqwWrwePq4Y///nPiAgPPfQQUVFR5Obm+mUEVq1axUsvvUTjxo2xWq3MmzePxMRERo4cSYDJiNFTgX7ti4Rt/AeummoyMzN5/PHHMRgMiAgTJkygvLyczp07s2TJEoqLixkzZgyg5cznzp1LWloa3bp1IzExkWeeeYajR49y1113fWuW/EPwY3yj68+6fwguJu3wU9GjR49fhVLm9wZ6RVFWKIqy+yLbwHrHPAR4gLe+o53RiqJsURRly9mzZy912M+GizlJlVR5WJR7gkGZ0cy4PpO0CAvhYWG4aqpxOp3s2rXLL4narl07vF6vX++jDl999RXPP/88NTU1ALz55pvodDp27txJ8+bNcbvdzJs3jxUrVpCcnMzmzZsb0LDqZBoUvYGIm54huPufUK3BZN33L3bu3MmxY8cYN24coLF39u3bx8cff8ymVUt56fFxRDssxNzxGmqAFtRMkc2IuvkfWJLac3bxk6i2UCxN26LTG1H0WvrGV1UCHhcYzICipTfqLxzVBT/3xSmh37eY+fPjx32eX9zNWVpvpwpKbSCo17kZQmNq27+gJNmgDUDqHR9gsZCamlq734PVYkZVVaqrq1m6dCmlX28H8aJag8HroXzzQhDh6Iq5nDlzBq/XS48ePbDb7UycOBG9Xs+uXbtwV5VRuuEdKnavRG8Lxp7RB8Voxifg83rBVUXFlwtwnTxE7BUjCQoJo7ToHFVVVSQlJXH8+HH/OS5fvpzOnTvjcrmoOneCxkP/SuTN/0AxWqg6sB5vRREoOvr06YOiKJw4cYJdu3aRmJiIXq9n+/btzJo1i8WLF/Ppp58SHx/PM888w+DBgyktLeXMmTPo9Xp27tzp59rn5uby7LPPsnTpUjp16kTz5s2x2Ww0b97cX2RVh4ULF5KWlsbWrVs5c+YMKSkpZGZm0qpVK4qKili3bh1Llixh4sSJP/ie/9jiyP91fG+gF5HLRCTlIttiAEVRRgADgBulbvh78XZeEZEsEclqVOtc/0vim0qWAJ6yM4x/4V06P7WKgfc9zXFzPOfPn+emm25i7dq1BAQEMHfuXDp06MCWLVvYsmVLg8KnDh06AFrOse6rfvXVV37NjOuuuw673e4vjtm1axfZ2dlkZGTw+uuvc+TIEcb3bo6igLVFN3+75vAElDUzefPNN/0mExdDXTFY/TBY+uV7lG35kMD2g7E0zcLnceMpPY0gIIItvTcYLICg05sA0TTQDfUqaesC2yVH+5e8rb8Qvvvz/Nr8ig50KkFdbtD+r68nNubzaoFcUVADI/xrFmqAA8VkRTHWVytVLugGfQMej4exY8eiKAqqqlJaWqrp3YjgdrtRazsId3FhbYcpgIJqshAVFYXZbOaNN95gy5YtTJs2jfnz57NgwQLCM3thimqOohqp2PkZALaUnqTc/xbojcQ+sIhm100iJj6RJpUHaBwWgtlsxmKxcP3119O3b18SExMpKytjyZIljBgxgnHjxiHuGk68NJKjz12Lt/wcNUd3og+JBvH5GT979+7ljjvu8M9KJ0yYwAcffMDAgQNJT0/n0KFDFBcXs23bNjZs2EBAQAB2u51hw4axZ88egoKCMBqN3HTTTVRWVjJjxgxuueUWrFYrW7duZdCgQXTr1o2ioiLat2/PwYMHycvLo6CggL1792I0Gtm9ezepqakMGjQInU5Hq1at/Pn9H4ofUxzp9XoZNWoUrVu35oorrsDpdJKXl0efPn1o21ZbH6vLyddHjx49uPfee+nUqRMpKSl89ZWmhHspsxSn08mwYcNIS0tj6NChOJ3Ob7X538C/lbpRFKUPMAG4SkR+VaWZ31SyBI2SeGrrp2x+7lZ81RXo2w0l6vonWL1uE3369CE6OppHH32U9957j6ysLAYNGtSg8KmuVL6+vCtcoFX9+c9/xmw2c9NNN3HXXXdhNBpZu3ZtAxrWoMxoggOMRIU5/COR1+d/wF8feoCtW7fStm3bb3H0v4n64m3mmBRqju/h/LJZVOxYhuvkAQKSOyHVlShGCxW7lkPtSN1XVz2rNzaspNX9BhZu9RekCepmKogP1RZC8erZ2v89F+6VYg2pPdaMMTAYQ63SZ+Nhf0Uf2AidxYZqD0MNbERAiy6oQREYGyfRuN9YgkLCyMzMJDw8HI/Hw6xZs/yywJjtWDvdiKI3ktQ6g5tG3aUFeK8bncWOtc0ArW1xk5SURGFhIZs2bSIrK4srrriChx56iG7dutE9JR736TwC2w3EkpDpP+8SpxsR4fSCR9k//ylOHDvC1txcNmzYgNFo9M8kDxw4QOPGjXnqqafIzs5m/PjxbDx8DtUWgjk+g5h7F2CKaYWvppJGPW8lOiEJEcFisdC9e3cmTJhAfHw8ffv2ZfPmzSxatIjq6mo2b97MgAEDaNu2Le+++y4REREEBARQXFzM4sWLqaioICkpiaSkJPbt20dYWJjfrzU7O9tvCNK7d292797NPffcg8PhYNOmTcTExGj3pN5ssr6k8MXGid9FVf4xOHToEHfddRd79uzB4XDw/vvvM3r0aGbOnMnWrVt59tlnufPOOy/63srKSjZs2MCLL77or7S9lFnKSy+9REBAADt37uShhx5i69atP8v5/7v4dwumZgEmYHntzdskIrf/22f1MyDKYfFzbEGTAY7680sNjvGUn0dt3Iz4219hfIsy5syZw8aNGwkLC2PJkiV07NjRr2jZokULevW6YBJSp3rZp08f/9979+7l3LlzLFmyhLi4ONq2bcvZs2cJCgqiqqqK48ePk5ycTIA7D/KjAAAgAElEQVRR5ZN7uhIWFobP5+Po0aPEZ+XQpUsX5s2bR0VFBQ5HQy2d+hjfu7m/6MsYkYTr1GEiR87kbFUJhrAmWBIyKd3wDr7qcvSOCLwVJYirspahA2H9x3Huw+m1I14djpyRlKz6F/5qT0VBtTfSSu99XhSLHXGW//s35QfjQhWwHx4Xit6IeFxYW/WipkDLjYvXgym6BTVHdmgj/NrvYG3eCWfBDrxFx/CeyUPV6fAoCmadaDrwehPestME59xC8Zo5iMeFMTyBHjEqawwqDoeD3Nxc9Ho9GzdupHFkNE6fStSdcyjbvBgBjhRV0xFQFQWv14PPWY47fws+Zzk+vZ59+/bRsWNHTpw4gdvtZv/+/VRUVGAwGAgICGBA38HsKLdw/OBJynd8BuKjcv968LjQB0dhCGtC+ZbFVHtchIeHYzAYCAkJYeLEif4AuGrVKmw2GxUVFaxZux7xuFAdkbgK91FzdBcAp97/C6HBQTRPS+Oaa65h7NixBAQEICL8+c9/JiAggKVLl7Jo0SK/y1RlZSUnTpwgJCQEh8PBsWPH6NChA2fPniUqKooDBw6QlKR1HqdPn+bRRx+lqKjILx8yd+5cdDodTzzxBDU1NfTo0YPNmzdzyy23EBKidcJ5eXlMnDiRadOm+WfLADabjXHjxvHpp5/yt7/9jS5duvzbv6iEhAQyMjQvhzoW0IYNGxgyZIj/mLpO9Ju4/vrrAU1zp6ysjJKSEj777DM+/PBDfy6/vu1iXcf3Y20Xf0n8W4FeRJJ+rhP5uVE/GF4K7rMFnFkzm5OKwl+bhPLSSy+xaNEiUlNTiY+P91fPfRfuuOMORo4cSVpaGhkZGX5Thvo0rLof0LRp0/wPQh28Xi833XQTpaWliAj33Xffdwb5Opj0OpxuL4qqR2dvxMk37tcCTdEJ3OeOgvhQ9Ga8ZWcJv/5JTr9xP3pHBJ7iE1QdWHchPy0+Sj9/vV6Q14Klt+yM/7N+tiCvU79zMfgC/PzTBnl08WilqdX5m/37fJXF1NRqqygmK1KtnWvFtiWaUUdYY1q3aMZll13G3/72Nyrevo+AkEgqT+UjPh+lm95HDQjCU3KaIOdJmoVbWYPmCLV69WoGXzeMltfcizskAdXrxXX6a0yxrcHrwef1smpPIT6fF1VViYiIYNWqVaSnp3PZZZexY8cOIiMjmT59Os888wwHDhygadOmFBcX079/fxISYuhhtXL/8mPozDbMCW2oOaq5NznzNqPUFmTpAoJ44tFJTJ06lZKSEmw2Gx6PB7PZTGlpKTabDZPJhP6qqRS+NoaaY7s5u+hpLUVlMBP5p79R8dY9fPXVVxw6dIg777yTkpISbrvtNkaNGuV3SOvcuTNut5svvviCjz76iCFDhvjlkO12O9u2bWPjxo306NEDn89HXQr23LlzrFixgoyMDHJzc2nZsiXZ2dn+WUBGRgZbtmzBaDQSFBTEc889x759+ygoKGD69OkMGzaMO++80z+TraysJCUlhalTp/7UXxqLck8w/dMDFJY4CZHSBuYnqqpy+vRpHA4H27dv/962vlkIpdTSc99//32/oNx3Hf9rwO9WAqEuX1d3s6McFqpcHoqr6nHRm7bF0rQt0Q4L6ydqFYpZWVkXNTJYs2aN/++wsDA/L7jOlOFiqJvafRN17wUtHbRu3bpvHXMp1JdwqIPe6sB5+jCNBj+MsVEchXM0vrchNBbX2QJKN2h8bk+lVoLuOn+sQZsNpszi46Ij6p8Dl17CucTxtZ2PTg8+L3p7KJ7yc5rPr6JgS70Ca0pPTr8zGXw+9EHhuKvLMUY0IzTnFqKOraBjeguysrK4+eabOXDgADt37uT6vh3ZfjiWrfu+JmjQI4SbvBybfS8ffrCArKwsevXqxbPPPktJUDNCh/+Dwk9ewFNyCk/pGcq2LCas/32YYlrjOnWIE+tPkZWVxY4dO3A6nZjN2mLtpk2bKCkpoaamhjNnzlBdXY3X6yUkJIQOHTrw6quv4hNBZwnEGJOC59huqg9/ha+6AlSD1tHWulH5qkp5+JFHMRk1hktd5W1paSkJCQkcP36cNm3asG/jm+DzojoitWtVXIi3soiTr4xGVYTY2Fi/bd/Zs2d57rnn2LVrF71792bgwIF06tSJNm3akJ+fT05ODhs2bCA4OJj27dv70y7Z2dlcdtllbNq0ifDwcKKioli+fDn/+te/uPXWW1mwYAHt2rXDbDYjIixfvhyHw0F4eDi9evXizTffZNCgQbz++ut4vV6eeuopnnrqKZxOp38xVlXVBjaHPxbffEZOl1Vzttb8pC4uBAYGkpCQwLvvvsuQIUMQEXbu3El6evq32ps/fz45OTmsW7eOoKAggoKC6N27NzNnzmTmzJkoikJubi6ZmZl+28U63asfa7v4S+F3LYHwzcWaKVe2/sGUrF8rLrbIbE7MQtzVOPM24y464fcYDR/yGNaW3XCdLqg9UkCnYgz7hgDaN0ypf7HF17rA/QNR55+qGWhrfGDVGkxov3vRme1U7FnFmQ/+SsSI51EMJkIvvwOd2Y7B5uDF8cPZsnZFg/bmzZvH7t27mT59OhuXf8i2Ze9gXTKB+SPTCAkMICsrC9AW4JYsWcL0Tw/gNthoNHAC0aNfwZrSk5oT+yh8bQz6oHAC219NbPehtGrViueee47giBjiExKprHYhka15bXkuN9xwA2PGjOHs2bMEBARQXl7Opk2bGDj8dkK63IiIguvsEXyVxai2UMwJmZibpKILcGAIiwXVgKPrcPRB4SiK4k8TJicn4/V6/fIKX375JZMfehgUBW/5WcTnwd6mH4aQaN7/6mtKS0spKiqivLycLVu28OSTT5KTk9PAJKdRo0b069ePQYMGkZycTFxcHK1bt6ampoaOHTv66cpbA7tQVFrGocN5FBcXYzKZWLx4MePHj6esrIyPP/6Y9957jxMnTnD//ffjdDoxGAwkJCQgIlRUVFxSigDwd5Y/FRd7RkSE6Z8eaLDvrbfe4tVXXyU9PZ3WrVtfVNQQIDg4mE6dOnH77bf75Q4eeeQR3G43aWlppKSk/GTbxf8UlO8gyvxiyMrKkv8Wt7T+lC7KYWF87+a/KUpWwsSPLxqGvc5yar7eQlnuUswJmZSum0fM3W+iBgRR+uX7lHw+B31wNJ6ys5ibpFKdv+1C4DWYtZSK162xcXzeWkEvRdNz8dMu6430f2AaJigoiNLS0oY79SbweTHFttZy6wazJsEsXkDBEBKNu7iQiJuepXLPKkwxrTn34dOo1mBiIxtTaY+lqsZDgEmPcmofiqJwuvA4OosdvB6io6M4mncQgDFjxrBhwwb27NmDoig0atQIt9vN2bNnad68OYWFhfTp04fFixfTvHlzLr/8cqZMmcLAgQNZt+cI4vXg6DacgGYdOTVvIuYmqVQd3AiApXFTXp87l0X/eIjw1tl8VBbHyZVzqNz3Bfb2V9OoTW+evq4tHNnM/ZMe4VjhKSzNuxBot+HocA1lHh1nP/grrjNf43OWY47T8rmGsCaUffm+xhTyekDVa52eqwoRIS4ujujoaDZv3ozVaqVJkybs2bMHVVXx+nx4PR4CO1yLp2AruuoSnBVl6PWaBv6VV17JsmXLqKiooLS0lMGDB1NcXIzb7WbatGncc889bNmypYF7FcDYx//OG0tWE9TrNrzOMq2zs9i598GH2L78Pb788ksOHTpEQkICzz//POPHj2fgwIHMnz+f2bNnk5CQwLXXXouiKHzwwQcEBAQwcOBA1q9fT3h4uL8TiouL8685/FRc6hlRgPyn+v+otnr06MGzzz7rHwT8t6EoylYR+dEn87tN3VwKgzKjf1OB/Zv45iIz1C4qW+yMvnUEc+YFULR9OQA+lxPX6Tw8xYWogY1pNGgSZxf+Fff5Yxhj0/CcK9A49vX58+7qegVGgmq04PW/Xu/x8WlB+UI+Xadx833eBouidUFeMdsuaLj7vCA+/2KhOTYFqanEdeow4nXTOD2HE2sXYAiLRcSH8/CXmhSzxYrNpPLEAzeTnZ3NsGHD2FteQlVVFfFxTbDb7XTo0IE33niD5ORk7r//fmbNmkVRURFt2rRh7dq19O3bl88//5y4uDg++eQT+vbtq30zEcLDw5k6dSp79uyhrKwMveLDF9iIohX/h3g9uE4epObEfgwhUQTFJNOzXQp/v/cGvvzySxT7SvQxqSCCKaYl3vJz5L96Dze+rhIVbOO0JwBrZn9KN71HmcvJ8c/no9TSMUWnB68b55Fd4KnGWZBbuz5RW2TrdSPiw1SPdVNaWorb7aa0tJQ9e/bg9Xrx+XyICI0bNyaeY2w5dxSv14vRaCQyMpJjx45x6tQpnE4niqIQGxtLy5YtOXDgAMHBwQwdOhSfz0dOTg5hYWGsXr2azz77jCuvvBLMQfh0Kvauf0K1BKIzWHCdPcozD95Gq5YtKSsrIyIigi5duvjXmLp27cpbb72F2+32SxEkJiaiKEoDKQKfz4fBYOCFF174WaQDLvaM1O3/n8VPKaf9d7f/hgTCbw1vvPGGtGvXTtLT02X06NEya9YsGT9+vCzcdlziJyyR0H73ir3NAE1Gof1gUfRGUfRGCXSESOodswRVL6CIYrT4y/YBQdGJGhgu+kZNvyEXoB2jtfPDxMH8m06v/asaL/q68g0pgoDWOYLeqEk11MoGKIoiBoOhgUSBPihCUA0S2u8+UVSDdL7iSmnRooXo9XpJSkqShIQEsdls8uSTT4qIJkHxl7/8Ra688kr58MMP/RIUU6ZMEVVVxWazSWBgoGzcuFGsVqtffOvjjz+W1q1b+8W3UlJSZNCgQRKX1EJUq0NQFE1KwBEpQWmXy8Jtx2X48OESEREhmZmZEhwcLIrBLKojShSDWQyN4kUNbCSoeom69UVJuX2G6Mw2UW0hgqoX1R6mfW9TgCaZUHd/VIMYAsMEVS+mmNaiD472v9Yyo71fdE1ExG63S3x8vAByzTXXiMViEZ1OJw6HQ2w2m4SGhkpqaqoYjUaxWCzSrFkzASQzM1MAadGihURHR4vZbBZFUSQpKUlMJpOEh4dLVlaWZGRkSFZWlmRlZUlsbKwEXzZajFEtJKjLjdLo2imiD4sTfUiM6CyBEhgYKHq9XhRFkREjRsgrr7wiycnJIiINrAnr/l9YWCg+n0+8Xu8v8uz8WEvR3xL4iRIIfwT6XyH27t0rAwYMEJfLJSIid9xxh8yZM8evrxM3YYmYE9pK4xuflqhbX9L8OR9YJHETlkjjDldJWP/7/AqIliaporOGiD1roARmDxVFbxKd2X4h8Co6wWAWxRri36fWKSYazBcCb4CjXvCupx2j6AST1p7OEujfb4ho5v87MDDwQsA3WERnDdY6nKDG0rjfWNHpVAkKCRNFNWgdjWqQAXdPlcTB94vObJPIztdIZqce/oBx0003yVtvvdXAl7NOy8huv+DJimoQY2Co2IOCJSwsTCwWi+j1ehk3bpxYrVZ5++23JSAgQPLz8yUuLk6aNGkiERERYjAY5OqrrxaXyyUDrr/V/91UU4DkXHmdiIjk5OSITqeTtLQ00ev1WsBWtY5KDQzXrqGiSET21RI/YYlYkrO1NqwhWgCvDezmpm1rg7l2TQ1Gk6h6o9hSeorObPerT4aFhYnNZhPQ9JrqK5YaTCbtHMDfGRgMhgYdZ92mqhe0eOo6YL1eL8HBwaLX6yUwMFD27Nkjl19+uaiqKjqdTlS9QeuUFZ32HXWq9nuo7YTCw8NFp9OJTqeT4OBgCQ0NlezsbGnRooXodDrR6/WSlpYmL7zwgpjNZrnjjjskIyNDCgoKfrFnaOG249LpyZUSX6t/83sI8iK/Dq2bP/AzYeXKlX5zhIyMDFauXEl+fj5NmzbV2A4GF56i45iiW+E8sh3X6TxOzr2Pwtl3c/7QVtwlp7RZv6rHGBqDTqdgDE/AV1mMJbkT1vTetSqPtc+8x4Wi06OzhgCCt/w8KApB2UOpkyOQ6nK/VII+NBYUHWGxiVgjm6IzGBvIKhijW+E5m+//PmFhYURERKDX64mPT0CcZYCC0WRG2fUhPp+XKq+Kag/DGNUcfUg0X3y+lmhnHjHhIXgOfsHuzes5fvy4P3Vx55ixXHf/E3yyfDXWiKa8vmwToC3gKmYb4vNhbJQAQVFUVFbSqHkbkpKS8Hg8/H3mi1RWVXHjzbfiQ4fL5eLUqVOUlpYSFxeHx+Nh2bJl5OXl0bG1tnAdZjeDp4ZtX3zKgQMH2Lp1Kz6fj0OHDiEiBAYGYW2qeZB6K0u0Ai2dAdO5AzgCDLhOHsQQGostvTfG8HgALEntCWrSCkU10LjDlRiMJiKbxKMGNsJdolWJGhvFAQq3PfIswcHBADz5/Isggj4wHAC3y02HnAspKICOHTuSlJTEY489RkhIiF+WoO51FK26V9UbMJlMFBcX4/F4EBH69evHjh07UBQFo9GI1+NGtYWgBoaj6I3obKFIVYk/PVdn1iIieDwe3G43TqeTvXv3cuONN+JwODh37hwzZsygurqaP/3pT+Tm5v6iCo8/pmr2fwF/BPpfEepYDVMW70aX3IPHZn/cgJEwdOhQFixYQJYcxN6is5+va03pSfTImUSNnEn0qJdxdLkRQAvewTHoQ+MoWfsWlQfW4zy0kYodn1LHwNEHhqMYzIQPnozOaEYxmAm76kHiHvwI1VorEqYaMIQ1qeV1K1gax9O0eWucRadwnTuKr6oEQ+OmBPcaDTo9vrIziNdDcnIyJpMJg8HAmTNncDgcHNyznebJzdCrCm2axXDs60MABPUYSWjfu9EZzOiDGlN1bA8b1631F+OYzWY8Hg/Tp0/n0xWrqfQoVOvtGBs3xZzWh2dnvACAWx+ALfUK8HnwVhbhOr4H8bjYt345u3bvRlGN6BvFYYxujc9VTXVVJdP/NR8RobS0lG3btvkNwrt27cqrr77q503rVD2+4DhaprehvNKJTqfZ0AE8+MA42iZFatfdZCG4STPwuqiuqqCi2oO3shRzQhuceV9hS+8DQE3hAYwGPSa9guRvIioyAnvO7djaD8ZTdhY1MEzT3VEUZi/9kuHDh4Oio3zP5wAYo5qjaRfpWL9S0xMU0eSXo6Oj2b9/P1OnTqWoqIiVK1cC4KtbZhEBvQmvx4M9uBFmsxlFUXC5XDidTjZu3EiTJk00P13VgKfsnGZfWVOJr/wcoKAGRxEYGIjdbvf/hvv3709SUhKHDx8mMzOTJUuWoKoqU6dOZdmyZcTHx9OxY8ef9bn5A9+PPwL9rwT1RdhMcemc3rmG8W+sZVHuCYqKijhy5AiDBw9m0aJF7Fu/jIl3jSTaYcESl47r0EY8lSWAxr7xlJ6hyThNCdAU2xpvZRGO7iMwRiQhPi+B7a7GFNEMfXAUof3uQWe24S46oZ2Irh6tTQTFaCHugYVEjZxJQLNskm94hOlPP0XBwT2sX78eZ1UV4RFRBDaKwhzZDMTHY39/GavVisfjISoqiiNHjhAbG0t2djZpaWkcPHgQo9FISUkJb7zxhv/jFGMAPpcTndmmqS7qTVitVu666y5atmzJ6tWrmT59OsE5IxHAntkfRaej5KuFVBzW6hXUmDTKt30EgM9ZDooOY0Qyjh4j0ZlsKNZA3GfycRXuB1WbhXyyaReDBw/G4XAwZswYNm3aRNOmTXE6nRQWFnLbbbfR78bbMCW2p+JUPuKqRnR6fCIMu+FGvF4v//znPzmYq80q/jRkEDPGXofJZKKkyoXbJ1q1sdWBJak955e/6D+/U9tWMGDAAEpLS/H5fOydPYGi5S8jbieObiNwnf4axEfhspd5Zub/oRjM6EwBoOhwnTwICMbwRNTgKECr6zAajX4DbS2wK6hh8SgGs9a5OyLRWYNrF9SFEqfH76UQHBxMUVERN954I8XFxdoswufRCvBUFVN8JoaQaGzpvTEoWjVpdnY2BoPBb1YOkJKSwvbt27nqqquYNWsWt956KwBW629cIfU3ij8C/a8E9bm/xrAmOLoO58hbk7mxX1e/OUJwcDCtWrXiyJEjPDh8AOsn9uTEv+5gzgt/o+j9KRS+NoYz8x/W1AprYYpIwtqiK8VrXsN1Og81IAhF1RPY5UY8Rcc598k/8Facx3Xma5rc+EQDUUtj40TEU4O7uJBoh4VB6RHc1SGUoV1aYrPZuPbaa7FYLJSeP4P72C5qvpyPzhLIw6OHUVlZSVVVFYqiYDKZOH/+PEuXLuX06dP07t0bk8lEXl4eBw8eBEWh5Iu5qNYQTQZg7xrEXYNOvLjdbhRF4fHHH8fn81FRUcHBBU8jHhc6o5nGw57A0XEIuLWUTtW+z1FMGrvCmno5ILhLT1Gy5jV81eX4yovA40YxWgjqNAxr6xycxmDWr19PQEAAkydPJjk5mccff5yMjAyCgoIICQlh1Z5Cas4eIbDtAHRmGwHNOmBveyX64CisVis2mw2bTbMcnDNnjl86w+P11V7LppSum0fVwY3YUi4DRUEf1IiW10/m3XffZf78+ej1emwxyQS2HYAhLI6AxCwC2w7A3DQL8IGqEpxzizazEh9h/e9DtYehdzTG2qwDOp1K9+7d6dChA+XVbgwh0RgiktCZbQT2ux9E0BnNNLrmEUxRtRXaqgG3qxqz2UxwcDCtW7fGZrNRUFBASUlJ3UIeOoMRc3wbvKWnCOo6nJqjO/jLjH+hKIpmeO7xoKoqixcvpl+/fhw+fJiKigrsdjtHjx7lzJkLldZ/4D+P/zl65a8V3xRhs7bshrVlNxRgaz3u7zdlkwGGDh2KKbnLtypm60b1QZ2GEtRpKOJxc+aDaVTuWcXAsCz2tekAbYawf/7TtLj8Rv7cMZJpS2OwpnbH6fZiikgi/LqpFH00HYNVpdxi4LrrrsPhcHD33Xfz5ptv4na7ad/9CvJ8YZQd/BJjVDKeohN4Sk+jM1kxmYxMnjyZqqoq/v73v1NTU8Odd97JkSNH8Pl8tG/fnuDQRhjaDkRvD0G1N0IfpFE+m8bFcmDnViZOnMj//d//aTruioI7sTvHN3zI+U+ex1tZgs9djT40Bs/5ExijW+JzluNyVlCRq10rnd6I12ABnwd9YCM8pWeQmgqMobGUb/mQyBZteHnOHPr27UtMTAxGo5EpU6ag1+sZNWoU//znPynx6DHHanLF5vhM3OePE9CsI7ZeowhdMYV//vOfzJ071+8qtnTpUmpqagiM0tI5Yf3H/X97Zx4e0/XG8c+ZJZN9k4gktog1shCNPdbW2lJUiWqpKkppabXaqlqKWloa2iolWlX1K4pSak1RtYWE2LckJJFN9nUyOb8/JqZB1NIguJ/nmScz9557895z77xz7nvP+31J3vA5hanxxXccAgffp5k06DkAunfvTvfu3Vl7JJa3V16flm9e1ReX3hNNny08GpL4y0SyIreDSk3u+UOo7ZyRQvDOO++g0+no0CMItBYUZachDXoSVxoTeixrNyfhp3EU5WaiMrfCqn5barbrQ+ov43F1dcVgMFC5cmVSU1MxMzOjW7dubN++nWdfeZOli79FFhaSsmE2LpVcWfHFeOzt7dm9ezfVq1cHjOn/fn5+eHh40KxZM3JycoiPj+e7777jm2+u15pSeHA8cQlT5ZUWn+0ode5vSXmG27H2SCyTfjt+ncxDadxun3eaVBYVFcUzzzxDxde+JTYtl+QNn2Pu4Y95ZS8SVn6MmbkFp/bvpHPnziQmJiKEIDExkdatW6PRaDh06BB169Zl8uTJvDbsTVLzJNkpsaDPx8nFlUpODpw4cQIXFxeSk5NRq9VMnToVW69AhjwXiFP397Gs2ZicswdIXj8DhMCydnNyLhxCFuQaE8CEwKxSbfRJUZiZaXEfMIeY/02hMCUGnXs9tNYOvBr0AsGfjMbR0ZG2bduSn5/PxIkTeffddwkNDeXMmTM0bN0JfRE4Pj0UbYUqXN26AH3KJTSiiFd6dGbBggWkpKQQFBREcnIyrVu3Zs2aNUwJ2cD0nbFk52QjNDqEEGQd34n+7F98v2JVqf3acPIW0zlM27OcovwcLKo3wMLTqL1UmJ5A4qpJuL329XXblUwIujFpqDA9gas7vkPnVg+7Jj1Nyy20akXH/RFCSZh6xClNhO1u5RmuJYNdc9Sxabk3qdbcyT7/LamsNLEo092IUCHUWjR2Lrj0mULiqkl8/PHHDBkyBHt7e8aNG4eTkxOhoaEsXboUCwsLLly4gKOjI5cuGDNZrayseOud95k2bRoAY8aMwc3NzaS5npiYyMTBPVBpzUjbvYy03cYYv8rcCkNeNvqUGNTm1hQW5GJW0QNDbiYaYaBISGwszYld+hZa24oUmVtTvd1LmJ3aROjqEFpuXU29evUYMWIEAwYM4IcffqCgoIAaNWowc+ZMlv++m7Hf/8ml1dOMcs9FBly7jGTuW315uVVdrKys2LlzJw4ODvzxxx84OzuTmpqK5dXTTO/ZjBdb+WAokqDPxdW9MqMHv8rUIc/zSUEBNWvWZNmyZeh0OpKTk9GFfsGV42cokhLHDiPI2P8L6fvOmhx9+v41GEoRmiuZEFQyaUgWGShMT0CfFI19tfq421s8spnhCveG4ujLCaWJsN3rl7Ckoy5LyYeSYlExX7yA/rWvSMrIw8tSaxqB5l08gizMx7yKN6Igh4SEBNzd3enVqxcXLlxg6dKlpv1Vq1aN2bNn83Tn53DqPo40nQvC3o2N23czrbhNYmIibm5u5Obm4uPjw1NPPcX27duJ27YNnYc/+qRotA5uVOg/i7jvhiMNhVTsNQFtUT7WESvYsGoHTZs2JVUYs0lXr15NWFgYCxcuxPniZpIykunevTvz589HSsmCBQvIzs4mPj6ePXv2cOrUKbp168a5c+dYt+wUO7yaYKjRgpRVE6mdcZiP+i8hOzub9evXY2Njw5UrVxg/fjzffvstq1atImYkiYoAACAASURBVC0tjbi4mZCfhZ21Nc+90IeDBw8yf/583NzcOHXqFEIIvL29GTRoELNnzyYnJweVWoOFWx3UlnboE85RmHmVS8H9EDoroyLpCxMAKCrI4+q2BRiSo1HZmrGu3lS6d+9Oo/wIjq1fQ2FBPkX6fKQ+n6KcNHTRe3lB58Wav9Ywb948GjQwXgstWrTgm2++KTeyugpli/IwthxxP+b+luU+byUWJSUmsThzj4ZYe7dHp1EjCrLp3bs3H3zwAS1atCi1iMTJHGs07UdxfNlEClLjsWr5CpFHw6nmWYe6deuanklcvnyZPn364Ofnh06nQ0pJ3aqVcB80H6GzJPVP48jevKov+REbGdHWEydrHWv+Po3WuyNFNq5oK1TFUNmfxMRE4uPjORweQVy+jnm/7sK6fjukUHH+/HmsrKxKrXz06vNPoz3/Jy/ojpKXfIkp74/ixx9/BODQoUMcPnyYrl27sn79etPxRUREEBUVZSresWvXLuLj46lSpQqpqakUFRVx7NgxOnTowKhRo8jKymLjxo1s+G09bmZ59LY8zqLgz9FozbDz8KHCM8OMRVD+CsHd3oKMv1fiVu8pVmzcyeF9e0wFMPyrOWCWcg7vfh/iGjSNWs8OoWbtuiwPWcTo0aMZPHgwY8aM4YcffuDMmTPk5+crTv5x5l6yrP7rS8mMLf/MmDFDfvnll1JKKd9++23Ztm1bWf39DbJin0+llVcbKbTm0rbZi1LrXF2audaRIVuPyObTt0u7FkGyWuehcuzMBdLKykrWrl1b+vn5yZycHHno0CHZqlUr6e/vLzt06CDj4uJk8+nbr0tVr/b+BmnXIkiaO1WWzzzzjOzXr59cuHChbN26tTx48KCU0pgF6+bmJl988UVZrWZdqbOvKNW2FaXO3kVOD1kr7ezspI2NjRRCSLWVg7Rt2luauXtJodFJoTGT5pZWEiGkSmclhZml1DhV/UfGoThjNDAwUB45ckQ2adJECiHk888/L69evSpjY2PliBEjJCA9PT1ljx49JCB9fX2ln5+f9PT0lI6OjlJKKa2srGSTJk2ks7OzrFSpkgTkkiVLpLOzs9RoNNLKykpqtVppa2sr+/XrJyMjI41yB/XqSW9vb1mjRg3ZsGFDGRISIh0cHGSPHj3kiy++KCtWrCjd3d1lamqqbNSokaxfv7708/OTfn5+skqVKvLEiRMyJCREDhw40HQ+d+7cKWvVqiVnzZolpZQyOztbenp6yoKCAvn+++/LefPmPeArTOFeQMmMVShLWrVqxe7duwHjaDUrK4tKNlryL59AV6U+Up+Hzq0OboPm41TLj8v7NvDXuHa8/XRt3mxXk5ljh/LUU0+xfPlywsPD0Wg0jBw5ku+//55KlSpx6tQpvLy8OPv3H6T9tYL470cTt3g4KZvnYRPQgwo9PyExMZHTp0/TqFEjXhw9hTbd++ExbiNN+44kISGRkydP8kL3rvy+egXPtWtO5QrWPO3tTnp6Op999hk21X0xr9GIgvizFKZdQWVlj/vwpVgWZ7DqqtRHGvQUZaejtnZAaC0Qai22trb07duXpk2bMmPGDCwtLcnKysK/aSAvhBznq28WABAdE2MavQcFBaHT6YiPjyczM9Mo71tQwPHYdFKy8klISgFg6NChpKWlYWlpSatWrXB1daVhw4ZotVqmTp2KVqtlyJAh/Pbbb+Tl5ZGcnMzkyZPJyMhgy5YtHDx4EHNzY21cIQQpKSmmxLkmTZpw8eJF6tWrx7Fjx9iwYQN+fn60b9+eK1euEB0dzZw5c2jQoAFhYWHY29ubNOR9fHxo2rQpvr6+9OjRg9RUYzGXNm3a8P7779O4cWNsbW2ZMmXKg7sIFcoMxdErlEqjRo0ICwsjMzMTnU5Hs2bN6O6ehz72BLrK9UGtwcKzMRZaNUGd21xXTKU0Tp8+TWRkJG3atGHfvn3Y2tri4uJC5t6fKEiKwnXAHNxe+xpZWEDS6kmk/vYZZ86coVmzZsQIFybM/Aozr3YU5maSfOogBkMh/cZ8yvjx41mxYgUtW7akevXqREZGUqVKFc6ePUt+oQGr+m0pzEigKC8Dioq4/NUArh7/C6TE8emhRhlglQqtgyvOvcYjDcaarTk5ORgMBlq3bg2ATeXaREdd5MCs/iaFzsoDv8TCypgVOmvWLFOIpl+/ftTwa0ahVJGbaXSY1xIU/Jq1MSUm7du3j4SEBJO0QW5uLi4uLqxatYomTZpw5coVCgsLmT59Ok5OTpiZmeHl5WWctmlrS1xcHBqNhsDAQI4cOYJarWbatGkkJSUREhJC586diYiI4JdffqFWrVq4uroyevRowsPDadmypamodUBAACNHjmTGjBkcPXoUHx8fJk2aZDp3hYWFHDhwgMaNG/O///2vjK80hQdBmTh6IcS7QggphHC6fWuF8so1CQaPcRtp8/lurCq4EhISQvPmzQkMDKQoLhLrghSqe9ZGqDRUdrBkek8fmtZ0vqmg+bVZM9fo378/9evXZ8uWLSYnf/78eXzqe2FfryUxc14kenYPcs4dwLZmY5Zv/JNFixahUql4tW8P0iJ3YuXVGpXOEqHWIHRWfDZ1MoGBgUReiOWX7Hocd3mGoaPHEX8lAbVajU5TrM1j64IQalQW1rj0mULldv0Rag0aOxcwM0frVBVDTgap24xz4N966y06dOhgsj0rK4sDF68itDqsfTuBUKG2dUY6VsWseG59ZmYmeXl5WFtb06xZM3b++SdqSztUOkuK8rJR21YEM3NOXogxOXA3NzeKioqws7Nj6dKlvPfee6hUKiIiIow6NGo1RUVFTJkyhcTERFJTU9mzZw9Xr15l7ty5bN++naysLFauXImlpSWLFy9m2bJl7Nu3jzp16mBrawuAo6Mjvr6+GAwGxo0bR4sWLfD39ycpKYmcnBwOHjzIuXPnaNSoEQAZGRksWrQIb29vzpw5Q48ePQCoUKECSUlJ9+HKU7jf/GdHL4SoAjwDxPx3cxQeFiUlGCQQm5ZLvIUHU6bPoFWrVgQGBrJgwQKaN27E3g/aY2mm/teHu9OmTcPGxobMTOM0wI8W/kr4mRhaT1mP88tz2L3nLwoLC4k+GU7KprkIJGYVqqA1t+Qp5yKeqW3PsmXLmD9/PmnnDlOUk0b6vlUk/PwR0lCIzM8m49IpomIuE376Iid/X0LShs8pSEukUF/A1t37mTLzC1LWz6AgORpZZCzebVHFmxydI7LIQHzISESxaJvrgLl4DvsWS2tbCgsLcXR0RK1Ws3u3UYYi+eJxNLYVjQJuQmDX7EUAMpMuA1CpUiXat2/PokWLePrpp9EbjJNatY6VUZlb4fTcuwihRlujKQEBAVy+fJnIyEgKCgpMM5GaNWtGdHQ0y3adotaYn7FpPQhN3XYMnTQPnU5Hv379SEtLw83NDX9/f6SUDBw4kJSUFHJzc8nPz+fMmTNIKfH09GT+/Pmm86HVaunVqxdFRUV8/vnnbN26lUOHDmFnZ0dYWBhmZmZ88cUXALz88svUqVOHyMhIDAYDBw4cAIyhotIeqCuUf8pieuUc4D2g9DpcCuWWqVOn8sMPP1ClShUikooodPQg9/wBHNq+hs61FqJCVZJ3x9GsWTPMzc3JzMwkLCwMX19fo9gVEB8fz4QJE7hy5Qre3t4EBAQQHR1Nbm4ukZGRdO/eHY25JalJiWjsK5G4bgZXctJN5QvVajX6ggI0Gg3a7ATy8vLY9L/vcdv8KwUFBcb4s8GAQ4cRxhG3Wo0syAMEGq0Z2bk5CMMVtG51jVWrajxFftQR4gutmDzsRTyqe1ChzzQuRPxN8vpZXF401KjOqVJTdfB8LszujSzIoXIFGzo5JjMhKwMAFxcXLCwseHXICC6lZKDPTMHaryO6yl6gUpO+7xeyIjZjyEhEpVLh4OBAjRo1WLBgAV5eXlSo2YCEo3/e1Oe2FlrIu2mxiZJTWHXV/EhYM4Xgv7rhWb8BgwYNIjo62tS2ffv2dO/endGjR19XpalZs2aMGDGCixcvEpFmxrRfD5JUoEUfkYSllQ1NmzZlzJgxxMXFYW9vT9u2bcnLy2P//v0AzJgxg7i4OHx8fEhLS+PChQtldMUpPCz+04heCNENiJVSRtxB2yFCiENCiEPK7d/DJywsjJ9//pkjR46wZs0a0mJO3dTGvIo3atuKWFlZsXjxYt555x1iYmI4ePAgPj4+XLx4kZ9++omXXnqJq1evEhERQXBwMDt27MDCwoKLFy+yc+dO8lWWoDHD9dVgKCwwxqtVahBqMjIyTCqJ2dnZphFjrjAnLy/PpIyY8fdKZGE+Mj+nWB5Xos9KRai1yIJc9CmX0DpXpzAlGooMWLQezOjRo7l0/hTxi99AxIShsXfBxv9ZoyhYkYHo795Ea21HRXUu+aveI/rAFurWrcuQIUMYOnQoer2eC2dPorJ0wLJmE1QaM3SutVFb2huLlZtb06RFKxwcHPj+++/ZvXs3oaGhzJkzB82VYzg3722qe6uxdcamTjNa13b+1/NyK82ji7EJvPfee8THx5valqzS5Ovra9JEcnZ2ZuHChbTv/Bx9OwVy7IdJSEBfqT45ubl41KlPxYoVqV+/Ph9++CHh4eHs27ePlJQUvL29Wb9+PVu3buXYsWO4urpSUFBQBlecwsPktiN6IcQ2oFIpqz4CPgQ6lLLuJqSUC4GFYJRAuAsbFe4Du3fvpkePHlhaWgLgXL85NwswgEZlDG1s2bKFo0ePsmqVUT8nPT2ds2fPEhAQwKBBg9Dr9Tz//PM0aNDguu337NmD1rMJ4upaVGYWaOwrobGvRH7sKWRREY0DfDh8+DAqtRo0OooMeijUo88yPsRMSzOqcnZ97nnWLV8IWgusXapRmBzNxE8m8NX208Qf3gZCRcVe40lcMwVDeiKJy0bzcyV7lixZQnJyMm+P/QCVhTVF+ny0TtWoPOIH4NZ1RAcOHMibb75J0449cOn76XXr3F77CpWZBTO61WHWqL5s2bKFqKgoQkJC8PLyAmDChAmo3bzYkvbCP8lqS5feNo/hTjSPSj747tOnD3369LlpP507d8Y1QkdRif1p7SuhcXDF7dV5vPaaD19//TXPP/88YCw2/sMPP1CxYkXq1KlDzZo1ycrKwtraGjc3ozKmubm5olfziHJbRy+lfLq05UIIH8ADiCie3lUZOCyEaCylvFKmViqUCSWzZIk8S2M3M9O6p6o7su9KEXkqtamghE4YjKEGjPkW8+bNo2PHjjftd9euXWzcuJGXX36ZsWPHYuvTnly9AY9xGyHyDOYaFRnXGt/wE78vNp/czCxj/dQiA0JrgTQYjDVT0YNKTQUHe7Liz6FWqdBpwMWsgFhZRFJSEk2r2fDrQeNMGUNmMhrHKojLJzEz5JKUpCcoKAghBFOWrOfqucOYuXiSvvtHDNlpqK3scTbTEx0dTeXKlVGr/5FobtWqFVFRUWjUN9/0pmyeD2mX+WSthgEDBuDv709wcDDPPvusydFPnjwZgE/u8hyVZb3TG380Si53dnZm6dKlBAUFmYq5fPrpp9SuXZvXX38dHx8fqlevTkBAwF3/X4XyR5mJmgkhooCnpJTJt2uriJo9eErGfgHyr5wjddNcvl+7lS7eLvj7+9Pi2b5s2hOG3rYyMvYo4moUWWlXWbZsGSNGjCAgIID169cTERHBiBEj2LFjBx999BFJSUnEx8cbb/U96qDvOJ7TM3pg5lIDhJr8uFNQZKDyWz8Tv3g4Qq2lMCOxuPiFGWoLOwwZiYBEWFdAZqXcZH+NGjVISEggOzsbMzMzCgoKsLW1LdaHScHM0ZWCzKtGbZ/CfD4eP57g4GDc3NzQarXkSw0XYhPROFcn58zfoFIhAJ2ZlsAWzbl8+TInTpzgxx9/JDg4mIKCApKTk0lITEJlVwlhYYvU51Fw5TwWVbxwMS/CxdGWgIAANmzYwKVLl7CyssLDw4Pg4GD69OmDmZkZNWvWJCQkhKpVqzJw4EBsbW05dOgQV65cYebMmSY541udJ7h34bGyEMpTKF/cq6iZMo/+CeFG+QJdpZpY1AlkYLe29OrVi8DAQLzd7fhz2RfYnPsDs9SLDB8yGDc3Nzp16oS1tTV16tTB39+fPn36cPr0aQoLC4mKimL16tWkpKTg6enJqVMnybyaiEXNxuRfPoHQWWAf+DLIIuIXD8fK5xkMOcZwjNreFa1dRTR2FUFlvBTtm7yAytKh2EpjLN/e3t6UQOTs7Ex+fj6Ojo54e3vzxhtvYGFhjnf1ShTl5/DxB+8xc8YMJk2aRJUqVfj2228JDw8nOzURBwsVdbsNQ6g1NP7wFyZ//SMqJN9++y0nTpzg5MmTrFy5kr/++ovw8HCaN2+OS0Vnfli/HZGXjsuLkwGJs1kh61b9TEBAACtWrODChQv079+f4OBgwsPDmTVrFp6ennz++ee89NJLjBo1ytTv1zR0NmzYwLhx4246T883dGd6Tx/c7S0QGJ3yvapLju1YxyRNcY27FcpTeDwoM1EzKWX1stqXQtlT2m28XfM+2Dfvw5bPujJx4kQA6taty9atW+nYsSN6vZ5ly5ZhZ2csKTh+/Hjmzp3LoUOHePfdd7Gzs6NBgwb4+vqaQhXW3u0oiD+DTYNOGDJTcOllFN9SW1hTkBiFrpInhlpNcXr2HQAyI7aQe6H47k6osPHvQubh37Br0pPMw78xeMRo9qxfTufOnTEzM8PNzY0GDRpgYWHBsWPH0Gq1qNVqkx56SUJCQhg0aBCWlpaoVCqs1GpWv9GcZzd6sn9SN0JDQ2ncuDEeHh6sPRLLmE++ISZ0L/bV6lHRRkdaYhyZmZlMG9YLMpOw2DwRIQQ56SmcOHGCZs2a8dNPPzF48GCio6NNJQj//vtvunTpAhinKr733nsmm0rT0LmRf1MPvRvKUihP4dFGGdE/IdwqxltyeWRsOi0+20HHJWdxfnkO+TbufPDBB0yePBmNRkNRkTF2n5d3/fzAayn4AJZm/xQJ54blGrXKGK65AY2tM9XGrkNozKjsaE3lIQup16EfdjoVW1d+R5MmTQCoWLEis2fPxsrKCgsLC7Zt28bGjRuRUppqlDZs2JB3332X3NxcZs2aZUw8snEmxWBBbsuR9PpmL6dOnyY52RhhPHnyJJ71fOnToTkJZ8Ox8m6H8ytfktuoPxYV3KhduzZr164FYPbs2VhaWtK1a1fy8vIwMzOjS5cu9OrVi5iYGKZOnVpqH5fsH51OZ3pfVmHTf0Mpkq0AiqN/YrjdbXyD7q+z37oFsWm56DNTSMiR/JFfm8Cer3L48GGqV69OWFgYAKtXr75uP+vWrSMvL4+UlBRk/HFsq9QFoCD+DPq0K5hrBBUSwni9d2eq1fUj71Ikhpx0ZJGBnJN/Yl7VmF0qBNc5JScHOy5evMhbb73FgQMHiIuLY8GCBezZs4epU6fy4YcfMnXqVMzNzdm2bRs7d+40qTd+8803WFpaMvn7TcRW70xW7BkkkJgnMBiK+P2ocZqin58flQbMxeWVORRcOUfOyd0YstNI3f0j8RfPcPrMGRo1akReXh5WVlZIKdm0yViIOzc3l4KCArp06UK7du1Ms2GaN2/OxYsXAVi+fDktW7Ys+xOqoHAXKHr0Twi3u40vGcPXJ0WRGBoCQjBPa0bo2h/Jzc3ltddeY9q0aaYR9jUaN25M165diYmJYdrkiTg/1Ybx36wk3a0u+Xt/RJUVS5sO7Zg+ZjAqlYox1gl8NfdDpJRY1HgKy1pN0aoFZjfMcOnbty/Tpk1j1KhR7Ny5k9atW3P48GH8/PwoKCggPz+ftLQ00tPTadOmDRqNhry8PGJiYti1axejRo3i4z9OG6UKKnoAoLawRai1DOvblfrVXEhPTyfqiLFwtSEnHdvGPUn438dQVITQmKG1tqN9uxbs3r2bV199lfz8fNPMo7y8PLZv346vry/Z2dnY2trSsGFD5s6dS9++fXnnnXdMD2MVFB4miqN/gvi32G/JGL5FjUZY1DDqngjgqaeMD/nPnDlT6ra1a9dm4cKF1y2z7+fP7Lgdpda4/eLDN2nVucfNPzpTs2+oYFWbSlVrsHPnTgDc3d0ZOnQoL7zwAlFRUTz77LNIKTl27Bh16tz8gFEIQVxazk3LVZZ2OPX9jFk93Rg/fjyO/T/kSo7kyk/jMK/ihX2Lvv/sA/illHn213j99ddLXV4ysekaJYuugFFDR0HhQaCEbhSAO4vhlyWlxY5v1NtJyMgjISOPtUdib7mfjh07Mm/ePFO8+8iRI4BxHvzy5ctxs7egICmKgsSL121Xyc6C9PR0HBwcGPecH/qUS+THnb5p/3dy/NWrVzfF/O+G0NBQ9u7de9fb3ev/U3hyURy9AnDvU/GuFdG+kTZt2pQ6mv83blXBatYfNzvga3z88cfo9Xp8fX3x9vbm448/BuCNN94gKyuL2MUjyD74KzrX2qZthIA329akU6dOFBYWMmFAZ2yPr0Hndv2x3u+piPfq6BUU7pYyS5i6G5SEqfJJWdaXvRc8xm28MXEWuLVMwZ1yp8d1J+1KJlQ1adKEr7/+Gk9PTw4dOoSTk1Op69VqNZs3b+bDDz/EYDDg5OTE4sWLadq0KWq1GmdnZ+bNm0fdunUZNmwYMTFGIdi5c+fSokULUlJSCAoKIikpicaNG7N582bCwsJwclJUwZ807jVhSonRK5goq/nb90pZpv+X5E6P63btSiZUabVahg8fzvLly2+7vnPnzrz++uvs2rULDw8Prl69iqOjI8OGDcPa2tp0R9SvXz9Gjx5Ny5YtiYmJoWPHjpw8eZJJkybRsmVLJkyYwMaNG296HqKgcDsUR69QbhjbsU6p6f8PO5Pz2kj/1Pb/kbn/b2p7N8DOQktubi4VK1Y0tdu+fTthYWEmfZhr6/ft20erVq3w8DDO/HF0dCz1/2zbto0TJ06YPmdkZJCZmcmuXbtYs2YNAF27djVVpFJQuFMUR69QbiiPmZwltWckYFG/LeZPv8bEErIE12bTSCkZMGAA06dPB4wl+DQaDevXr78uaepWFBUV8ffff2NhcfMdzJ1sr6BwK5SHsQrlivuRyRkaGsqzzz4LGCV+69Wrx+uvv079+vXp0KEDubm5nD9/nk6dOtGoUSMCAwM5deoU6enp9G3XiJwCY5EUnXtdMvavITMlgSk/7aRdu3Z4e3tz5coVzp49S/v27fnqq68YNmwYbdu2ZdSoUURHR9OsWTP+/PNPUxLV1atXAa6rwAXQoUOH66pChYeHA//MIALYtGmTqXC3gsKdojh6hceaG2vZApw9e5YRI0Zw/Phx7O3tWb16NUOGDGHevHmEhYUxe/Zshg8fjp2dHSqn6uTHRBr3lRqProo3iasnceTL10lMTOS7777DwcGBsWPH4uXlRcOGDVmxYgUpKSns37//ukIgPXv2xM/Pz6Qf/9xzz/Hrr7/SoEEDdu/eTXBwMIcOHcLX1xcvLy8WLFgAwCeffMKuXbvw9/dny5YtVK1a9cF1oMJjgTLrRqHcEBUVRefOnWnZsiV79+7F3d2ddevWERcXx4gRI0hKSsLS0pJFixZRt25dfvvtNz799FMyMzOJiYnh/PnzuLi4MHHiROLi4oiKisLJyQmvtj344vPPse3+EfELX0dryGXihI8ZM2YMzs7ODBkyhLlz516XdJWfn8/Jkyep3fcj4k8fpkLHN0lc8yk2Dbuic69L7LyX8Klf76b2AwcOpG3btgwYMOBhdKHCY44y60bhseDs2bOsWLGCRYsW8eKLL7J69WpCQkJYsGABtWrVYv/+/QwfPpwdO3bQsmVL9u3bR3R0NC1atGDmzJl8/vnngLFU4p49e/jj1FVGfbGcvMIibIUKnWcTso5uITI2nW3btuHm5kZ+fj729vamUElJJo0cwCtdvsOQm0nBlfOYV/NFhx67W7QHsLKyuq99pKBwtyiOXqFc4eHhYSpH2KhRI6Kioti7dy+9e/c2tblWEeny5cv06dOH6OhokpOTWblyJZs3byYvL4+goCDi4uJ4tU8QWcmxFOVmoE+5hGXdQDIPbyD0dBJ58cYyg3v37iUrK4uqVauyatUqAgICOHr0KH5+fgS1qM28xgGc27UYy5oBVHa0ZmzHOszc48kvv/xC7969kVKa2isolEcUR6/wULle2yadfPlPdq5arSYhIeGWo+2RI0cyZswYfH198fT0pFKlShw6dIj69etz/vx5hgwZglWbweiyUkjbtYyULd/g1OUtEIKU+Gj2nzyFpaUlBQUFHD16lD59+tCqVStq1KhB3759TY57zNCB9O7dm9DQUFq3bg2A3/LlvPHGG3z66afo9frr2isolDcUR6/w0LixbF5CRh5Jxdo212bb2Nra4uHhUeroOT09HXd3YzsrKyusra0BcHV1JTU1lb1796I6GU1Bbg6GnDTU1hXQ2LlgUasZOSd38eJbb7J//34mTJiAh4cHBw4coGrVquzduxd7e3uTnS+88MJN2vEeHh5s3rz5pmO6UbhMQaE88J9n3QghRgohTgshjgshZpaFUQpPBneqbbN8+XIWL16Mn58f9evXZ926daw9EkueT0+atu+Kd8uOoPpnzKJSqcjJycHe3p7lG//E9dm3Ma/ijfvrxlksls5VUMlCXn31VeDmOerKnHWFx43/NKIXQrQFugO+Usp8IUTF222joHCNG8sbauxccHvta9PykmJpJUfPpjsBN3/chy2mMD2BpNWTeXuOca55hw4dyMrKorCwEP25vQSPeYmZmxsRffYE1WvXx8pZcNbNjbp1jQVSVq5cSdu2bdmzZw92dnam0okKjwbBwcF88803+Pv7XydJofAP/zV08wbwmZQyH0BKmfjfTVJ4UrhXbZt/uxMomWC1vDiOHh9vjKMP7dsXMw4wffsG+vfvb2rn4OBA8+bNycjIYMmSJf/xgESWGgAACkpJREFUqBQeNF9//TWbNm0ySUzAP1nJCkb+0zx6IUQ4sA7oBOQB70opD95uO2UevQLcHKMHo7bN9BLyAqVRliqXbdq0Yfbs2abiKgqPFsOGDWPJkiXUqVOHmJgY+vTpY8qfmDZtGi+//DLZ2dkAzJ8/n+bNmxMaGsonn3yCi4sL4eHh9OzZEx8fH7788ktyc3NZu3Ytnp6eJCUllaom+jC5b/PohRDbgEqlrPqoeHsHoCkQAPxPCFFDlvLrIYQYAgwBlMw+BeDetW3ul8qlwj9MnDjxOmXN8sqCBQvYvHkzO3fuZP78+fz222/s2bMHCwsLcnJy2Lp1K+bm5pw9e5agoCCuDTAjIiI4efIkjo6O1KhRg8GDB3PgwAG+/PJL5s2bx9y5c3nrrbdKVRN9FLmto5dSPn2rdUKIN4A1xY79gBCiCHACkkrZz0JgIRhH9PdsscJjxb1II5elymVoaOhdb6Pw8Ck5LfdKep6p2Hu3bt1MonB6vZ4333yT8PBw1Gr1daUwAwICcHV1BcDT05MOHToA4OPjYypdeSs1URsbmwdyjGXJf511sxZoByCEqA2YAUqNM4X7yvMN3Zne0wd3ewsE4G5vcdtwj8LtmTp1KnXq1OHpp5/m9GnjzKdFixYREBCAn58fvXr1Iicnh8zMTDw8PNDrjWJvGRkZVK9eHb1eT3BwMF5eXvj6+tK3b99/+3f3zI0lJwuLJFM2nuBUfMZ1Wclz5szBxcWFiIgIDh06REFBgWmdTqczvVepVKbPKpXKpI90TU00PDyc8PBwYmNjH0knD//d0S8BagghIoGfgQGlhW0UFMqa+6Fy+SQTFhbGzz//zJEjR1izZg0HDxoftfXs2ZODBw8SERFBvXr1WLx4MTY2NrRp04aNGzcC8PPPP9OrVy+0Wi2fffYZR44c4ejRoyZRtrKmtIfxeXoDf51PuW5Zeno6rq6uqFQqli1bhsFw/Ta341Zqoo8i/8nRSykLpJT9pZTeUkp/KeWOsjJMQUHhwbF792569OiBpaUltra2dOvWDYDIyEgCAwPx8fFh+fLlHD9+HIDBgwcTEhICQEhIiCknwdfXl5deeokff/zxvs16uXFa7jUy8/TXfR4+fDjff/89TZs25cyZM3etQXQrNdFHEUW9UkHhCaVknJvI32nsZsbKhXMAGDNmDG5ubnz11VesXbsWPz8/li5dSmhoqCn718/Pj+DgYMaOHcuBAwcAMBgM7Nq1i/Xr1/P7779z/PjxMnf4LT7bUerDeHd7C/4a165M/1d5415n3Sh69AoKTyA3xrnznGqzbt1aVv59jszMTH777TcAMjMzcXV1Ra/X35SM9MorrxAUFGQazRcVFXHp0iXatm3LzJkzSUtLIysrq8xtH9uxDhZa9XXLykPJyfKMklGgoPAEcmOcW1epJhZ1AhnYrS2BDesRGBgIwJQpU2jSpAnVqlXDx8fnuopYL730EuPHjycoKAgwjub79+9Peno6UkpGjx59nWZQWVEeS06Wd5TQjYLCE0hZJJ2tWrWKdevWsWzZsjK1TeHWKIVHFBQU7pj/mnQ2cuRINm3axO+//17WpincB5QYvYLCE8h/jXPPmzePc+fOUbt27fthnkIZo4zoFRSeQJQ495OF4ugVFJ5Q7kV+QuHRRAndKCgoKDzmKI5eQUFB4TFHcfQKCgoKjzmKo1dQUFB4zFEcvYKCgsJjzkPJjBVCJAHRZbxbJx5NLXzF7gfHo2gzKHY/SMq7zdWklM53u9FDcfT3AyHEoXtJDX7YKHY/OB5Fm0Gx+0HyKNp8JyihGwUFBYXHHMXRKygoKDzmPE6OfuHDNuAeUex+cDyKNoNi94PkUbT5tjw2MXoFBQUFhdJ5nEb0CgoKCgql8Mg6eiHERCFErBAivPjV5RbtOgkhTgshzgkhxj1oO0uxZ5YQ4pQQ4qgQ4lchRKkleIQQUUKIY8XH9lCqtNyu74QQOiHEyuL1+4UQ1R+8lTfZVEUIsVMIcVIIcVwI8VYpbdoIIdJLXDsTHoatN3K7cy6MBBf391EhhP/DsPMGm+qU6MdwIUSGEOLtG9qUi/4WQiwRQiQKISJLLHMUQmwVQpwt/utwi20HFLc5K4QY8OCsLiOklI/kC5gIvHubNmrgPFADMAMiAK+HbHcHQFP8fgYw4xbtogCnh2jnbfsOGA4sKH7fF1hZDq4LV8C/+L0NcKYUu9sAGx62rXd7zoEuwCaMhaCaAvsfts2lXDNXMM71Lnf9DbQC/IHIEstmAuOK348r7fsIOAIXiv86FL93eNjHczevR3ZEf4c0Bs5JKS9IKQuAn4HuD9MgKeUWKWVh8cd9QOWHac+/cCd91x34vvj9KqC9EEI8QBtvQkoZL6U8XPw+EzgJPC5avN2BH6SRfYC9EML1YRtVgvbAeSllWSdDlglSyl3A1RsWl7yGvweeL2XTjsBWKeVVKWUqsBXodN8MvQ886o7+zeJb2CW3uOVyBy6V+HyZ8vWlH4RxhFYaEtgihAgTQgx5gDZd4076ztSm+McrHajwQKy7A4pDSQ2B/aWsbiaEiBBCbBJC1H+ght2a253z8n499wVW3GJdeexvABcpZTwYBwlAxVLalPd+vy3luvCIEGIbUKmUVR8B3wBTMH45pgCfY3Sc1+2ilG3v+zSjf7NbSrmuuM1HQCGw/Ba7aSGljBNCVAS2CiFOFY9IHhR30ncPpX/vBCGENbAaeFtKmXHD6sMYwwtZxc921gK1HrSNpXC7c16e+9sM6AZ8UMrq8trfd0q57fc7pVw7einl03fSTgixCNhQyqrLQJUSnysDcWVg2r9yO7uLH+Y8C7SXxUHAUvYRV/w3UQjxK8ZQyoN09HfSd9faXBZCaAA7br41fuAIIbQYnfxyKeWaG9eXdPxSyt+FEF8LIZyklA9V4+QOzvlDuZ7vkM7AYSllwo0rymt/F5MghHCVUsYXh8ESS2lzGeNzhmtUBkIfgG1lxiMburkhNtkDiCyl2UGglhDCo3jE0RdY/yDsuxVCiE7A+0A3KWXOLdpYCSFsrr3H+AC3tOO7n9xJ360Hrs1AeAHYcasfrgdF8TOCxcBJKeUXt2hT6dqzBCFEY4zfg5QHZ2WpNt3JOV8PvFI8+6YpkH4t7FAOCOIWYZvy2N8lKHkNDwDWldLmD6CDEMKhOETcoXjZo8PDfhp8ry9gGXAMOIrxZLkWL3cDfi/RrgvGmRfnMYZOHrbd5zDG+8KLX9dmrZjsxjjTJaL4dfxh2V1a3wGTMf5IAZgDvxQf0wGgRjno35YYb6uPlujjLsAwYFhxmzeL+zUC4wPx5uXA7lLP+Q12C+Cr4vNxDHjqYdtdbJclRsdtV2JZuetvjD9E8YAe4yj9NYzPlLYDZ4v/Oha3fQr4rsS2g4qv83PAqw+7z+/2pWTGKigoKDzmPLKhGwUFBQWFO0Nx9AoKCgqPOYqjV1BQUHjMURy9goKCwmOO4ugVFBQUHnMUR6+goKDwmKM4egUFBYXHHMXRKygoKDzm/B8pNkQJncndpAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "\n",
    "\n",
    "# In[95]:\n",
    "\n",
    "\n",
    "pca = PCA(n_components=2)\n",
    "result = pca.fit_transform(X)\n",
    "\n",
    "\n",
    "# In[105]:\n",
    "\n",
    "\n",
    "plt.scatter(result[:, 0], result[:, 1])\n",
    "words = list(model.wv.vocab)\n",
    "for i, word in enumerate(words):\n",
    "    plt.annotate(word, xy=(result[i, 0], result[i, 1]))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[4, 4, 4, 4, 4, 4, 4, 4, 4, 3, 3, 0, 1, 1, 1, 1, 4, 0, 4, 4, 1, 1, 0, 4, 0, 0, 4, 1, 4, 0, 4, 4, 4, 0, 0, 0, 0, 0, 2, 2, 2, 2, 2, 2, 2, 2, 0, 0, 0, 0, 0, 0, 0, 2, 4, 1, 1, 1, 3, 2, 0, 1, 3, 3, 3, 1, 1, 1, 2, 2, 0, 2, 0, 3, 3, 3, 4, 4, 0, 0, 0, 4, 2, 2, 2, 2, 2, 0, 1, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 2, 1, 0, 1, 1, 1, 4, 1, 4, 3, 3, 3, 0, 1, 1, 0, 1, 1, 0, 4, 0, 0, 4, 0, 3, 0, 0, 0, 0, 0, 0, 3, 2, 0, 0, 0, 0, 0, 2, 3, 3, 1, 3, 3, 1, 0, 2, 2, 2, 0, 2, 2, 2, 3, 2, 4, 2, 0, 4, 3, 4, 4, 3, 1, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 3, 3, 3, 1, 3, 2, 3, 1, 1, 3, 2, 4, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 0, 2, 1, 4, 2, 3, 4, 1, 1, 4, 3, 3, 0, 0, 4, 4, 4, 4, 4, 4, 4, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 1, 3, 3, 3, 3, 3, 1, 3, 0, 3, 1, 1, 1, 4, 1, 1, 3, 3, 3, 3, 3, 1, 3, 1, 1, 0, 3, 0, 0, 3, 3, 3, 3, 3, 3, 3, 1, 3, 4, 4, 4, 4, 1, 1, 2, 1, 1, 3, 4, 1, 1, 4, 1, 4, 4, 4, 4, 4, 4, 2, 2, 2, 2, 1, 2, 2, 2, 1, 1, 4, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 1, 4, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 3, 0, 2, 0, 1, 3, 0, 2, 2, 1, 0, 1, 1, 1, 4, 4, 2, 2, 1, 1, 3, 1, 1, 4, 2, 2, 3, 1, 3, 2, 2, 1, 0, 0, 0, 3, 0, 1, 1, 4, 1, 1, 1, 2, 1, 0, 4, 4, 3, 3, 4, 3, 3, 1, 3, 4, 4, 3, 1, 1, 3, 3, 0, 1, 3, 4, 1, 4, 2, 0, 1, 1, 2, 1, 0, 0, 0, 2, 4, 0, 1, 1, 1, 1, 4, 3, 3, 0, 0, 2, 2, 0, 4, 2, 2, 0, 0, 2, 2, 3, 2, 3, 2, 2, 2, 2, 4, 4, 4, 3, 4, 1, 3, 4, 1, 1, 1, 3, 3, 1, 3, 1, 1, 1, 3, 3, 3, 0, 4, 3, 1, 1, 1, 1, 4, 4, 1, 3, 3, 1, 4, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 3, 1, 4, 1, 1, 1, 4, 0, 1, 1, 3, 3, 1, 3, 3, 1, 1, 1, 3, 3, 3, 3, 3, 4, 1, 2, 0, 1, 4, 3, 1, 2, 4, 0, 0, 4, 0, 3, 1, 3, 1, 4, 2, 2, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 3, 3, 3, 3, 1, 1, 2, 1, 1, 1, 0, 3, 2, 1, 3, 1, 4, 4, 4, 3, 3, 1, 3, 1, 1, 1, 1, 3, 3, 1, 1, 2, 1, 1, 0, 4, 4, 4, 4, 3, 4, 3, 4, 4, 4, 4, 4, 1, 2, 1, 1, 0, 0, 3, 1, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 0, 0, 3, 3, 2, 3, 2, 1, 1, 1, 3, 3, 0, 3, 1, 0, 1, 1, 1, 3, 3, 3, 3, 3, 1, 1, 1, 1, 2, 1, 1, 1, 1, 0, 1, 2, 1, 3, 3, 3, 3, 3, 3, 2, 4, 4, 4, 4, 4, 1, 3, 3, 0, 1, 1, 1, 2, 3, 3, 3, 3, 0, 3, 0, 0, 0, 0, 1, 1, 4, 4, 4, 4, 4, 3, 3, 3, 1, 1, 3, 1, 0, 1, 1, 2, 2, 2, 2, 4, 4, 4, 4, 4, 1, 2, 3, 3, 3, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 3, 3, 3, 1, 1, 0, 1, 1, 1, 1, 1, 3, 3, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 3, 3, 3, 2, 1, 4, 4, 1, 1, 1, 2, 3, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 3, 4, 4, 4, 1, 1, 1, 1, 1, 1, 3, 0, 1, 1, 1, 1, 3, 2, 1, 3, 1, 1, 0, 0, 2, 1, 1, 3, 3, 3, 0, 4, 4, 4, 4, 4, 1, 3, 3, 0, 1, 1, 2, 4, 1, 1, 1, 3, 1, 1, 0, 4, 1, 2, 1, 4, 1, 1, 1, 3, 0, 1, 3, 2, 3, 3, 3, 1, 3, 3, 1, 1, 1, 2, 3, 1, 4, 4, 4, 4, 2, 2, 2, 3, 3, 3, 3, 3, 4, 3, 3, 3, 1, 1, 2, 1, 1, 1, 1, 3, 3, 3, 3, 3, 4, 4, 3, 3, 1, 3, 2, 2, 2, 1, 2, 3, 1, 3, 1, 2, 2, 1, 0, 1, 4, 4, 4, 4, 4, 1, 4, 3, 2, 0, 1, 1, 2, 2, 2, 2, 2, 3, 3, 0, 0, 1, 1, 2, 3, 1, 1, 1, 1, 1, 3, 3, 3, 2, 2, 0, 3, 1, 1, 2, 0, 0, 4, 4, 2, 1, 1, 2, 3, 3, 1, 1, 3, 3, 3, 1, 0, 1, 1, 1, 0, 3, 3, 1, 2, 1, 0, 3, 3, 1, 1, 3, 1, 1, 2, 2, 3, 3, 3, 3, 3, 2, 3, 3, 1, 1, 1, 1, 1, 3, 3, 1, 4, 4, 1, 1, 4, 1, 3, 1, 3, 3, 1, 1, 2, 2, 2, 2, 3, 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3, 3, 3, 1, 3, 3, 0, 3, 3, 0, 3, 1, 2, 2, 1, 1, 1, 3, 4, 1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 2, 1, 1, 2, 3, 2, 3, 3, 3, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 3, 1, 1, 2, 2, 1, 1, 3, 3, 3, 4, 3, 3, 2, 1, 1, 1, 3, 3, 2, 3, 3, 1, 2, 1, 2, 4, 1, 3, 3, 3, 3, 3, 3, 2, 1, 3, 2, 2, 2, 3, 3, 2, 3, 3, 2, 3, 4, 4, 4, 2, 3, 1, 1, 3, 3, 3, 1, 1, 1, 2, 2, 2, 3, 3, 4, 4, 3, 3, 3, 3, 3, 2, 2, 1, 2, 3, 2, 2, 2, 2, 2, 2, 3, 3, 3, 1, 1, 2, 0, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 3, 3, 1, 4, 4, 1, 1, 2, 1, 3, 3, 3, 3, 3, 1, 1, 2, 2, 3, 2, 1, 3, 1, 1, 2, 2, 1, 1, 3, 4, 3, 1, 0, 1, 4, 3, 4, 2, 2, 2, 2, 1, 3, 3, 0, 3, 3, 4, 4, 4, 1, 1, 1, 1, 1, 1, 1, 0, 2, 2, 2, 3, 1, 1, 1, 0, 2, 3, 3, 3, 1, 1, 2, 1, 1, 1, 3, 1, 3, 3, 3, 3, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 0, 1, 1, 4, 3, 3, 3, 0, 2, 4, 2, 2, 1, 1, 1, 1, 2, 3, 3, 3, 3, 3, 1, 1, 3, 4, 2, 1, 1, 4, 1, 3, 3, 4, 3, 3, 1, 1, 1, 1, 1, 0, 1, 1, 1, 4, 1, 1, 3, 3, 3, 3, 3, 2, 4, 2, 2, 3, 1, 1, 3, 3, 2, 1, 3, 2, 2, 2, 2, 1, 3, 2, 4, 4, 4, 0, 4, 1, 1, 2, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 2, 4, 4, 0, 3, 3, 3, 1, 1, 1, 1, 1, 4, 1, 1, 1, 0, 3, 3, 1, 3, 3, 2, 2, 2, 3, 3, 3, 0, 1, 1, 1, 3, 4, 3, 3, 3, 1, 3, 3, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 4, 4, 4, 1, 3, 2, 4, 0, 3, 4, 1, 1, 1, 1, 1, 1, 3, 1, 3, 2, 2, 3, 1, 3, 2, 0, 0, 1, 0, 1, 3, 1, 4, 4, 4, 1, 3, 2, 1, 1, 3, 3, 3, 3, 3, 2, 0, 3, 1, 1, 3, 3, 4, 3, 2, 2, 3, 1, 2, 3, 1, 1, 2, 3, 4, 3, 1, 0, 0, 0, 2, 0, 3, 1, 1, 1, 1, 3, 3, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 3, 1, 1, 2, 1, 2, 1, 2, 1, 2, 3, 1, 1, 3, 3, 1, 1, 3, 3, 1, 1, 1, 1, 1, 2, 1, 3, 0, 1, 0, 3, 0, 2, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 4, 2, 2, 1, 1, 3, 2, 0, 1, 1, 1, 4, 1, 2, 1, 3, 1, 1, 1, 2, 1, 3, 1, 1, 3, 3, 3, 4, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 3, 2, 3, 3, 3, 1, 3, 3, 4, 4, 4, 4, 4, 1, 1, 3, 1, 1, 1, 3, 1, 2, 2, 2, 1, 4, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 4, 2, 2, 4, 4, 3, 1, 4, 2, 1, 2, 1, 2, 1, 1, 1, 3, 3, 3, 3, 1, 1, 1, 4, 1, 3, 1, 1, 3, 1, 4, 4, 4, 2, 4, 1, 2, 1, 3, 2, 2, 1, 4, 0, 2, 4, 0, 1, 1, 1, 3, 1, 1, 1, 1, 1, 2, 2, 1, 1, 3, 3, 3, 3, 1, 1, 3, 3, 2, 1, 1, 1, 3, 1, 1, 1, 0, 2, 4, 3, 1, 1, 1, 2, 1, 1, 1, 3, 3, 1, 1, 2, 1, 2, 1, 2, 3, 1, 4, 4, 1, 1, 2, 1, 3, 1, 3, 3, 3, 2, 3, 3, 2, 4, 1, 0, 1, 3, 0, 3, 1, 1, 1, 3, 1, 2, 1, 2, 2, 1, 1, 4, 2, 1, 2, 3, 3, 3, 3, 3, 3, 3, 1, 4, 2, 4, 1, 1, 0, 1, 4, 1, 1, 3, 3, 3, 3, 1, 0, 1, 1, 1, 1, 3, 1, 2, 3, 1, 2, 2, 1, 1, 1, 3, 3, 1, 2, 2, 1, 1, 0, 1, 3, 1, 3, 2, 1, 1, 1, 1, 3, 4, 4, 1, 1, 1, 1, 1, 2, 1, 2, 3, 1, 1, 3, 1, 1, 1, 1, 1, 1, 2, 2, 2, 3, 3, 0, 1, 1, 1, 2, 3, 3, 3, 3, 3, 1, 4, 1, 3, 3, 3, 1, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 0, 0, 2, 1, 1, 2, 3, 3, 3, 1, 3, 2, 2, 2, 2, 1, 4, 4, 2, 2, 1, 3, 1, 3, 3, 3, 3, 3, 3, 3, 2, 1, 1, 0, 3, 1, 3, 0, 3, 3, 3, 3, 3, 1, 1, 1, 3, 3, 1, 2, 1, 1, 3, 2, 2, 1, 1, 1, 4, 0, 1, 1, 3, 1, 1, 1, 1, 3, 3, 4, 4, 1, 2, 1, 1, 1, 1, 3, 3, 2, 2, 1, 0, 1, 4, 0, 3, 3, 3, 3, 3, 0, 1, 1, 2, 1, 1, 2, 2, 1, 2, 2, 1, 3, 0, 3, 2, 3, 1, 2, 2, 2, 2, 1, 1, 0, 1, 1, 1, 1, 3, 1, 3, 3, 3, 3, 3, 0, 1, 3, 3, 2, 3, 1, 1, 2, 2, 0, 2, 2, 3, 3, 2, 3, 3, 1, 2, 1, 1, 0, 3, 2, 3, 2, 4, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 1, 1, 1, 1, 2, 1, 1, 3, 1, 2, 2, 1, 1, 2, 1, 2, 3, 2, 2, 2, 2, 2, 4, 3, 3, 3, 3, 3, 1, 2, 2, 3, 1, 3, 3, 3, 3, 2, 1, 1, 2, 2, 2, 2, 3, 2, 1, 3, 3, 3, 3, 0, 3, 3, 3, 3, 3, 3, 3, 3, 2, 1, 0, 3, 2, 1, 3, 3, 3, 2, 2, 4, 3, 2, 2, 4, 1, 1, 1, 2, 1, 2, 3, 3, 1, 3, 2, 3, 1, 1, 1, 3, 3, 3, 3, 3, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1, 3, 1, 1, 1, 1, 1, 3, 1, 1, 1, 3, 1, 1, 4, 4, 4, 1, 1, 3, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 3, 2, 2, 1, 3, 2, 1, 4, 4, 2, 4, 3, 3, 2, 1, 3, 3, 1, 1, 1, 1, 3, 1, 3, 2, 1, 2, 3, 2, 2, 3, 0, 0, 1, 1, 2, 1, 3, 4, 3, 3, 0, 1, 2, 2, 3, 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 1, 3, 1, 2, 1, 2, 1, 1, 1, 2, 1, 3, 3, 3, 3, 3, 3, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 3, 2, 2, 2, 3, 1, 1, 1, 1, 1, 3, 1, 3, 3, 4, 3, 0, 3, 2, 2, 1, 3, 1, 0, 0, 3, 3, 3, 3, 0, 1, 1, 1, 1, 1, 2, 1, 3, 1, 4, 4, 2, 2, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 3, 1, 1, 1, 3, 3, 4, 3, 1, 2, 3, 1, 4, 1, 1, 3, 1, 3, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 3, 3, 2, 2, 1, 3, 2, 1, 3, 3, 1, 3, 4, 2, 1, 3, 3, 3, 3, 3, 2, 2, 3, 2, 1, 3, 3, 1, 1, 1, 1, 2, 3, 1, 4, 4, 0, 3, 0, 1, 1, 3, 3, 3, 3, 3, 3, 2, 1, 3, 3, 3, 1, 1, 1, 1, 2, 1, 3, 2, 2, 1, 3, 3, 1, 1, 3, 4, 1, 2, 3, 2, 4, 1, 3, 1, 1, 3, 3, 2, 1, 2, 1, 3, 4, 2, 3, 2, 2, 3, 1, 0, 0, 1, 1, 2, 2, 3, 3, 1, 1, 3, 3, 0, 1, 3, 1, 2, 1, 1, 1, 3, 3, 2, 1, 1, 1, 3, 1, 1, 0, 1, 1, 2, 2, 2, 1, 2, 1, 2, 4, 4, 2, 2, 3, 3, 3, 2, 4, 4, 4, 3, 1, 2, 2, 1, 4, 4, 2, 1, 4, 1, 3, 0, 1, 2, 3, 2, 2, 2, 2, 1, 1, 3, 1, 1, 1, 1, 1, 1, 3, 4, 3, 0, 1, 3, 4, 3, 1, 3, 1, 2, 1, 1, 1, 1, 1, 1, 1, 3, 2, 1, 0, 1, 1, 3, 3, 3, 3, 1, 1, 3, 0, 1, 3, 2, 1, 1, 3, 0, 3, 4, 1, 3, 1, 0, 3, 1, 1, 1, 1, 3, 3, 1, 1, 3, 1, 1, 4, 1, 2, 1, 1, 1, 1, 1, 4, 1, 3, 2, 1, 1, 3, 1, 3, 1, 3, 1, 1, 3, 1, 1, 1, 3, 3, 2, 1, 4, 1, 2, 3, 3, 1, 1, 1, 3, 1, 1, 3, 3, 1, 1, 3, 2, 1, 1, 1, 0, 3, 1, 4, 2, 1, 1, 1, 3, 1, 1, 2, 3, 1, 2, 2, 1, 3, 1, 3, 1, 3, 4, 4, 3, 2, 2, 3, 3, 1, 1, 1, 3, 1, 1, 4, 3, 3, 3, 3, 3, 3, 1, 3, 3, 3, 3, 3, 3, 1, 3, 1, 1, 1, 2, 2, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 3, 4, 2, 4, 3, 1, 1, 2, 3, 1, 3, 3, 3, 3, 3, 1, 1, 4, 3, 3, 3, 1, 1, 3, 1, 3, 3, 1, 1, 3, 3, 1, 3, 3, 1, 2, 1, 3, 3, 3, 3, 3, 1, 1, 3, 1, 3, 1, 4, 2, 1, 3, 1, 1, 2, 1, 1, 1, 2, 3, 4, 1, 2, 0, 3, 1, 3, 1, 4, 1, 1, 1, 1, 1, 3, 2, 1, 3, 3, 3, 1, 0, 1, 1, 3, 1, 1, 1, 3, 1, 3, 3, 3, 2, 1, 3, 3, 2, 2, 1, 4, 3, 1, 3, 4, 4, 1, 1, 1, 3, 3, 3, 3, 3, 2, 0, 2, 3, 1, 2, 2, 1, 1, 3, 3, 1, 3, 3, 1, 1, 1, 1, 0, 0, 1, 1, 1, 0, 3, 1, 3, 3, 1, 2, 1, 1, 1, 4, 2, 3, 4, 3, 3, 3, 3, 3, 1, 3, 3, 1, 1, 3, 3, 2, 2, 2, 4, 1, 3, 1, 1, 0, 1, 1, 2, 3, 1, 3, 3, 3, 3, 3, 1, 1, 4, 1, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 3, 2, 2, 2, 1, 1, 1, 3, 3, 1, 1, 3, 3, 3, 3, 2, 1, 1, 1, 3, 1, 1, 3, 3, 3, 1, 1, 3, 4, 2, 3, 1, 1, 1, 1, 1, 3, 3, 3, 3, 2, 3, 1, 1, 1, 1, 3, 3, 2, 3, 3, 3, 3, 1, 4, 2, 1, 3, 3, 3, 3, 1, 2, 1, 0, 0, 2, 4, 1, 4, 3, 2, 1, 3, 1, 3, 4, 4, 4, 1, 3, 1, 1, 4, 1, 0, 3, 3, 1, 1, 0, 0, 3, 3, 3, 3, 1, 2, 0, 1, 2, 4, 1, 3, 3, 1, 3, 2, 3, 4, 1, 1, 1, 1, 2, 2, 1, 2, 1, 3, 1, 4, 0, 2, 1, 4, 2, 3, 3, 1, 3, 3, 3, 1, 1, 3, 1, 1, 3, 1, 2, 1, 3, 1, 0, 2, 3, 1, 1, 3, 3, 1, 1, 3, 1, 1, 1, 3, 3, 3, 3, 3, 1, 2, 1, 2, 0, 1, 4, 3, 3, 2, 1, 2, 2, 3, 1, 3, 1, 3, 3, 3, 4, 3, 3, 1, 4, 1, 1, 2, 1, 1, 1, 3, 1, 1, 0, 3, 3, 4, 4, 1, 1, 1, 2, 3, 1, 3, 3, 1, 1, 1, 4, 3, 2, 3, 3, 3, 3, 3, 3, 0, 1, 1, 1, 2, 2, 3, 3, 1, 1, 1, 0, 3, 0, 1, 3, 1, 2, 1, 3, 3, 3, 3, 3, 3, 2, 3, 0, 0, 2, 2, 2, 1, 1, 0, 4, 3, 3, 3, 3, 3, 2, 3, 2, 3, 2, 1, 2, 1, 3, 3, 4, 1, 3, 1, 1, 3, 3, 3, 3, 3, 3, 3, 2, 2, 3, 1, 3, 1, 1, 2, 0, 3, 1, 1, 4, 2, 2, 1, 1, 3, 4, 4, 1, 1, 2, 3, 1, 1, 1, 2, 1, 3, 3, 3, 3, 2, 1, 4, 3, 1, 1, 1, 1, 3, 1, 2, 1, 3, 2, 3, 3, 3, 1, 3, 3, 3, 1, 1, 1, 3, 3, 3, 3, 3, 3, 4, 3, 2, 1, 3, 1, 3, 1, 1, 2, 3, 3, 1, 2, 1, 4, 0, 3, 3, 2, 3, 3, 3, 1, 3, 2, 3, 2, 3, 3, 1, 4, 2, 2, 4, 1, 1, 1, 1, 1, 1, 1, 0, 3, 1, 3, 2, 3, 3, 2, 1, 2, 4, 3, 0, 1, 3, 3, 0, 1, 2, 3, 3, 1, 3, 1, 1, 3, 3, 3, 1, 3, 2, 2, 1, 3, 3, 3, 3, 2, 2, 1, 2, 2, 3, 1, 3, 3, 4, 3, 1, 3, 3, 3, 1, 3, 1, 2, 1, 3, 3, 1, 3, 3, 2, 3, 3, 1, 2, 1, 1, 2, 3, 3, 4, 4, 2, 3, 3, 3, 2, 3, 2, 1, 2, 1, 3, 3, 3, 3, 3, 2, 2, 1, 2, 2, 1, 3, 3, 2, 1, 3, 3, 0, 2, 2, 3, 4, 1, 3, 3, 1, 3, 3, 1, 1, 3, 3, 3, 3, 3, 3, 3, 0, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 4, 3, 3, 1, 0, 1, 1, 3, 3, 3, 4, 3, 1, 3, 4, 4, 1, 3, 3, 2, 1, 1, 1, 4, 3, 3, 1, 3, 2, 2, 1, 2, 1, 1, 1, 1, 3, 1, 4, 3, 3, 3, 1, 1, 1, 2, 4, 2, 4, 3, 3, 2, 3, 1, 3, 0, 1, 2, 3, 2, 3, 4, 2, 0, 0, 3, 3, 1, 3, 3, 4, 3, 3, 3, 3, 3, 3, 3, 2, 2, 3, 3, 2, 2, 2, 2, 2, 2, 1, 3, 3, 3, 3, 4, 1, 0, 2, 3, 3, 0, 0, 1, 4, 0, 3, 2, 3, 3, 1, 1, 1, 2, 3, 3, 3, 2, 3, 3, 3, 1, 0, 1, 3, 1, 0, 3, 3, 2, 2, 3, 3, 3, 3, 3, 4, 4, 0, 1, 4, 2, 2, 2, 3, 3, 1, 1, 3, 3, 3, 4, 4, 4, 2, 4, 3, 2, 2, 3, 3, 0, 4, 3, 1, 3, 3, 3, 1, 3, 2, 2, 4, 3, 3, 3, 0, 3, 2, 1, 3, 3, 1, 3, 3, 2, 1, 4, 3, 1, 3, 3, 3, 2, 3, 3, 3, 3]\n"
     ]
    }
   ],
   "source": [
    "from nltk.cluster import KMeansClusterer\n",
    "import nltk\n",
    "NUM_CLUSTERS=5\n",
    "kclusterer = KMeansClusterer(NUM_CLUSTERS, distance=nltk.cluster.util.cosine_distance, repeats=25)\n",
    "assigned_clusters = kclusterer.cluster(X, assign_clusters=True)\n",
    "print (assigned_clusters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hillary:4\n",
      "clinton:4\n",
      "going:4\n",
      "jail:4\n",
      "qanon:4\n",
      "wwg1wga:4\n",
      "thegreatawakening:4\n",
      "greatawakening:4\n",
      "pizzagate:4\n",
      "pedogate:3\n",
      "htt:3\n",
      "russia:0\n",
      "listening:1\n",
      "hope:1\n",
      "able:1\n",
      "find:1\n",
      "30:4\n",
      "000:0\n",
      "emails:4\n",
      "missing:4\n",
      "prison:1\n",
      "traito:1\n",
      "jr:0\n",
      "expecting:4\n",
      "trump:0\n",
      "tower:0\n",
      "meeting:4\n",
      "blocked:1\n",
      "tweeted:4\n",
      "amp:0\n",
      "democrats:4\n",
      "colluded:4\n",
      "w:4\n",
      "russians:0\n",
      "fix:0\n",
      "2016:0\n",
      "election:0\n",
      "sup:0\n",
      "2018:2\n",
      "losses:2\n",
      "pile:2\n",
      "bernie:2\n",
      "sanders:2\n",
      "wing:2\n",
      "democratic:2\n",
      "party:2\n",
      "evidence:0\n",
      "whatsoever:0\n",
      "donald:0\n",
      "campaign:0\n",
      "involved:0\n",
      "kind:0\n",
      "collusion:0\n",
      "history:2\n",
      "fbi:4\n",
      "way:1\n",
      "sure:1\n",
      "bringing:1\n",
      "flame:3\n",
      "turns:2\n",
      "happened:0\n",
      "sir:1\n",
      "turned:3\n",
      "phone:3\n",
      "morning:3\n",
      "first:1\n",
      "thing:1\n",
      "see:1\n",
      "sen:2\n",
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      "ruth:3\n",
      "bader:3\n",
      "85:1\n",
      "launch:0\n",
      "voterfraud:1\n",
      "ifyouseesomethingsaysomething:3\n",
      "freestuff:1\n",
      "tw:0\n",
      "illegalalie:3\n",
      "transfered:3\n",
      "ebt:2\n",
      "tiger:2\n",
      "asia:3\n",
      "loose:3\n",
      "ends:3\n",
      "specialcounsel:3\n",
      "brutal:3\n",
      "mcfaker:4\n",
      "complaining:4\n",
      "comple:0\n",
      "scotus:1\n",
      "rainmakersunite:4\n",
      "neighbors:2\n",
      "intent:2\n",
      "ruling:2\n",
      "weaponized:3\n",
      "budge:3\n",
      "option:1\n",
      "terrorized:1\n",
      "becauseyoudbeinjail:3\n",
      "neverhillary:3\n",
      "imw:3\n",
      "epic:4\n",
      "showcases:4\n",
      "swag:4\n",
      "dabbing:2\n",
      "jdavidcabello:4\n",
      "malave:3\n",
      "endorsing:2\n",
      "equitable:2\n",
      "hijacked:3\n",
      "emulate:3\n",
      "jersey:0\n",
      "smarter:4\n",
      "lovi:3\n",
      "stronger:1\n",
      "jaketapper:3\n",
      "saudiarabia:3\n",
      "massacres:3\n",
      "foe:1\n",
      "sends:3\n",
      "coded:2\n",
      "hillarysemails:2\n",
      "verdad:4\n",
      "dona:3\n",
      "squad:3\n",
      "suicided:3\n",
      "opportunity:0\n",
      "textmess:3\n",
      "nervous:2\n",
      "circulating:1\n",
      "kicked:3\n",
      "butt:3\n",
      "overthrow:1\n",
      "slovenian:3\n",
      "merit:3\n",
      "wut:2\n",
      "chan:1\n",
      "uphold:4\n",
      "bullet:3\n",
      "advocating:1\n",
      "boycott:3\n",
      "sidney:3\n",
      "powell:3\n",
      "peaked:2\n",
      "deniro:3\n",
      "financier:3\n",
      "mounted:3\n",
      "clintonbodycou:3\n"
     ]
    }
   ],
   "source": [
    "words = list(model.wv.vocab)\n",
    "for i, word in enumerate(words):  \n",
    "    print (word + \":\" + str(assigned_clusters[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cluster id labels for inputted data\n",
      "[2 2 0 ... 0 0 0]\n",
      "Centroids data\n",
      "[[ 7.00014830e-02 -1.40926927e-01 -8.06278177e-03 -1.96218751e-02\n",
      "   2.75694449e-02 -2.58631334e-02 -1.19371474e-01 -4.54376563e-02\n",
      "   1.24779373e-01 -4.84018028e-02  1.16704419e-01  3.46349180e-03\n",
      "  -3.19377240e-03  1.35683715e-02 -3.66001539e-02 -4.71888185e-02\n",
      "   3.42091508e-02  5.22752181e-02  4.51373830e-02  1.41645838e-02\n",
      "  -4.70466167e-03 -6.04728609e-02  6.23195097e-02 -6.65565729e-02\n",
      "   1.29114091e-01 -9.80768353e-04 -4.02228646e-02 -9.68239456e-02\n",
      "  -5.01967631e-02 -9.17924047e-02 -4.41948362e-02 -2.49273665e-02\n",
      "  -1.32943243e-01  2.43792236e-02 -9.87713262e-02 -1.59122184e-01\n",
      "   1.17539957e-01 -1.84140019e-02  2.24210396e-02 -1.07005984e-01\n",
      "  -2.24616379e-02  1.57575812e-02  1.14417888e-01  4.68754992e-02\n",
      "   9.72293690e-02  8.89752805e-02 -2.34289151e-02  6.95421174e-02\n",
      "   3.20763141e-02 -2.19230540e-02 -3.16783972e-02 -9.33336914e-02\n",
      "   3.18599194e-02  4.46271077e-02 -2.96044126e-02  4.55360226e-02\n",
      "   9.35742855e-02  5.86737618e-02  6.95895553e-02  1.37887463e-01\n",
      "   6.71403259e-02  9.99975950e-04  8.83530602e-02  8.76575112e-02\n",
      "  -4.73790206e-02  5.13420328e-02 -1.04874194e-01 -7.00419247e-02\n",
      "  -2.14300379e-02 -2.35816352e-02 -9.88188107e-03 -3.20538878e-02\n",
      "   2.75267325e-02 -2.68463437e-02 -3.97564843e-03 -2.24223435e-02\n",
      "   5.03658354e-02  5.47030866e-02  7.63646960e-02  9.88876745e-02\n",
      "  -7.70419911e-02 -7.43640363e-02 -1.02952078e-01  8.77608955e-02\n",
      "  -1.05914533e-01  4.10914756e-02 -3.09709720e-02 -1.32219791e-01\n",
      "  -7.12299868e-02  2.50259377e-02 -2.35710144e-02  4.70526218e-02\n",
      "   5.51092029e-02  8.14322829e-02  9.31348279e-02 -1.75822943e-01\n",
      "  -4.39901389e-02 -1.59149989e-01 -4.84919734e-03 -3.95453349e-02\n",
      "  -1.64496303e-02 -4.07744758e-02  1.90162174e-02  1.73997413e-02\n",
      "  -4.89208922e-02 -6.83229715e-02  6.30495623e-02  1.77928567e-01\n",
      "   7.47286677e-02  2.55800877e-02 -6.80329651e-03 -4.37050238e-02\n",
      "  -2.68458687e-02 -3.55167016e-02 -3.81109267e-02 -6.62802607e-02\n",
      "   8.35923553e-02  2.96353735e-02  3.34976017e-02 -1.04628973e-01\n",
      "   2.10277457e-02 -1.09687872e-01  2.40401179e-03  2.59179957e-02\n",
      "  -1.23888031e-02  5.30528128e-02  1.06855884e-01  4.60095555e-02\n",
      "   7.48270899e-02  7.36825988e-02  1.52390569e-01 -5.01199551e-02\n",
      "  -1.33985162e-01  1.22982487e-01  4.57944311e-02  2.29859669e-02\n",
      "  -5.49460202e-02 -4.20823991e-02 -1.17005661e-01 -1.06854483e-01\n",
      "   2.37907171e-02  6.31676018e-02  1.72863752e-02 -7.83470422e-02\n",
      "  -3.41965593e-02  1.03195105e-02  3.45358774e-02 -2.82560345e-02\n",
      "  -2.11219266e-02  8.79630297e-02  1.32370815e-02 -2.37785783e-02\n",
      "   4.42410521e-02  7.77413771e-02 -6.98152184e-02 -2.40486506e-02\n",
      "   3.90844867e-02 -6.29480332e-02 -6.70549572e-02 -1.44218221e-01\n",
      "  -4.50195223e-02  1.02452926e-01 -1.84003636e-02 -1.07214777e-02\n",
      "   5.35405204e-02  7.20992833e-02  8.74868631e-02 -2.03209892e-02\n",
      "   3.30349766e-02  9.00593773e-02  2.50503123e-02  2.38660462e-02\n",
      "   5.44348732e-02  1.39249396e-02  6.14889972e-02  6.13635778e-03\n",
      "   1.28722563e-01 -1.06318772e-01  1.64658874e-02 -6.48854226e-02\n",
      "  -5.05182073e-02  1.10551834e-01  1.28540963e-01  9.54056606e-02\n",
      "   2.68301293e-02 -9.00466591e-02 -1.47683797e-02 -1.72901735e-01\n",
      "   1.09142318e-01  6.25120029e-02  4.08051386e-02 -1.00442640e-01\n",
      "  -1.47642866e-02 -5.42932898e-02 -6.08602315e-02  2.81912647e-03\n",
      "   1.09363854e-01  1.32815465e-01 -1.05350778e-01  3.85765499e-03]\n",
      " [-2.57824361e-01 -3.58090103e-02 -2.76847571e-01 -4.13717404e-02\n",
      "  -7.41752759e-02 -4.04021218e-02 -1.76103517e-01 -8.78412127e-02\n",
      "   9.29339975e-02 -1.33641690e-01 -3.73017639e-02  1.49044067e-01\n",
      "   2.43744954e-01  2.58385748e-01 -3.35145056e-01  5.85384220e-02\n",
      "   3.77668619e-01 -1.97219118e-01  2.78191686e-01  3.86644155e-01\n",
      "  -2.96937078e-01 -2.06834733e-01  1.48231089e-01 -4.42887485e-01\n",
      "   4.81272310e-01  1.51076794e-01  1.71477690e-01  2.29709893e-02\n",
      "  -1.39407098e-01 -4.66076247e-02  1.05321147e-01  2.04404905e-01\n",
      "   1.94442257e-01 -6.70956299e-02 -5.13840914e-01 -3.12580287e-01\n",
      "  -3.71684730e-02 -2.68183708e-01 -2.21080005e-01 -1.92541808e-01\n",
      "  -9.01528895e-01  4.06847596e-01 -9.51659679e-02  5.48658594e-02\n",
      "   1.64244905e-01  4.72087890e-01  2.73005396e-01  1.39573276e-01\n",
      "  -1.50644779e-03  3.20414633e-01 -3.39349180e-01 -3.56804788e-01\n",
      "   9.91525054e-02  1.07960239e-01  7.66946822e-02  1.97361171e-01\n",
      "   3.96871269e-01  5.38524240e-02  4.23905075e-01  2.23757818e-01\n",
      "   6.71936050e-02  2.89269865e-01  1.28887177e-01  4.91740167e-01\n",
      "  -1.73310339e-01 -3.04656118e-01 -2.47306958e-01 -3.75423022e-02\n",
      "  -3.66141498e-01 -4.08680528e-01 -1.61643416e-01  7.56055832e-01\n",
      "   5.45506597e-01 -4.56301570e-01 -1.84752986e-01 -7.50190765e-02\n",
      "  -1.52726173e-01  2.77767390e-01  8.83039474e-01  4.83083755e-01\n",
      "  -5.44121623e-01 -4.96376991e-01 -8.93546417e-02  6.83031201e-01\n",
      "  -8.13272059e-01  3.20424661e-02 -3.07537168e-01 -8.98578644e-01\n",
      "  -4.25307870e-01  3.63893241e-01 -1.96411639e-01  2.14286014e-01\n",
      "   1.81773558e-01  1.28894553e-01  1.47573069e-01 -3.67520064e-01\n",
      "   4.95165318e-01 -5.47661304e-01  7.78491497e-02  9.02923942e-02\n",
      "   8.27417672e-01 -5.36561370e-01  3.06411237e-02  4.21792269e-01\n",
      "  -1.77332297e-01 -6.20237410e-01 -6.23077676e-02  4.12445068e-01\n",
      "  -2.82891169e-02  3.58183712e-01 -5.93093872e-01 -1.35563836e-01\n",
      "   1.08368903e-01  6.73608840e-01  1.83757514e-01 -1.45582080e-01\n",
      "   2.14196697e-01 -3.62688154e-01 -1.26357079e-02 -8.45220312e-02\n",
      "  -8.60513598e-02 -8.10153484e-01 -5.48786342e-01  2.24728346e-01\n",
      "   3.55426848e-01  2.15396151e-01  7.65322030e-01  2.07569003e-01\n",
      "   2.90180743e-01  3.98569793e-01  4.94061232e-01 -1.75267249e-01\n",
      "  -5.17850518e-01  6.67697847e-01  5.58104634e-01 -3.96597981e-01\n",
      "  -4.61613864e-01 -5.90978861e-01 -3.37969482e-01 -7.11162761e-02\n",
      "   3.90384108e-01  4.78098243e-01  2.58546501e-01 -6.38193488e-01\n",
      "  -3.84962112e-01  3.57339919e-01  2.44788051e-01 -1.50184914e-01\n",
      "   1.11169763e-01  2.50658184e-01  2.56197304e-01  2.43105069e-01\n",
      "   5.05493395e-02 -2.52713189e-02  1.78855211e-01 -3.83038223e-01\n",
      "  -2.57049426e-02  2.26137996e-01 -1.68082446e-01 -1.60610437e-01\n",
      "   1.99657947e-01  1.50900483e-01 -1.96709454e-01  2.28033170e-01\n",
      "   2.86662579e-01 -9.87552330e-02  1.47445828e-01  2.74085283e-01\n",
      "   4.97868061e-01  4.25742149e-01  1.24652930e-01 -2.84114540e-01\n",
      "   2.07582325e-01  1.20081231e-01  1.95923820e-01 -4.91704702e-01\n",
      "   1.13191560e-01 -2.50512689e-01 -2.87113525e-02 -1.75552368e-01\n",
      "   2.59261757e-01  3.47088873e-01  2.09095940e-01 -4.49528992e-02\n",
      "  -1.37658074e-01 -7.46064261e-02  2.49483094e-01 -1.41811341e-01\n",
      "   3.18602204e-01  2.23815948e-01  7.10662067e-01 -1.51151538e-01\n",
      "   5.27279079e-01 -7.21270978e-01 -1.48536265e-01  1.18850820e-01\n",
      "   4.65456545e-02  1.12318575e-01 -4.59082454e-01  3.25338170e-02]\n",
      " [-1.95016116e-01  1.40889779e-01  2.02133104e-01 -5.46734810e-01\n",
      "  -1.66837960e-01  6.10398650e-01 -1.48922056e-01 -2.88483024e-01\n",
      "  -5.38583934e-01 -4.56900269e-01  5.80151007e-02 -4.83784378e-02\n",
      "  -1.33444350e-02  6.43658936e-02 -1.08033456e-02 -5.59079275e-02\n",
      "   3.11667740e-01  4.95456129e-01 -6.82958663e-01 -2.31677458e-01\n",
      "   7.47797132e-01  3.96212846e-01 -1.03604507e+00  3.82968992e-01\n",
      "  -3.42846781e-01  8.55292141e-01  3.01296234e-01  3.40131015e-01\n",
      "  -6.23095214e-01 -1.23006351e-01  6.79371953e-01 -3.47549200e-01\n",
      "  -3.32549989e-01 -2.88284540e-01  2.39817768e-01  4.24906015e-01\n",
      "  -1.16398416e-01  1.11119702e-01 -1.23351440e-01 -1.04424357e-01\n",
      "  -3.61384362e-01 -4.09903407e-01 -1.20291442e-01 -6.24787331e-01\n",
      "  -7.81229138e-01 -1.19400181e-01  1.39551118e-01  4.89675626e-02\n",
      "   1.55476511e-01 -6.05429649e-01  9.58571434e-01  6.31083608e-01\n",
      "  -6.41965210e-01  6.78335130e-01 -5.03941894e-01  3.00426722e-01\n",
      "  -2.01977491e-01 -2.33334780e-01 -6.70738459e-01  1.23247094e-02\n",
      "   1.08481541e-01 -5.36209419e-02  6.34033680e-01  2.04338491e-01\n",
      "  -1.48681819e-01 -8.46712351e-01  5.95041066e-02  3.00937682e-01\n",
      "  -1.51031196e-01  5.57697833e-01 -6.74184680e-01 -3.75793070e-01\n",
      "  -1.00482695e-01  2.79598117e-01  2.62128145e-01  7.49234855e-01\n",
      "   2.96348006e-01 -5.48711658e-01  8.04224163e-02 -2.19753236e-02\n",
      "   2.31965363e-01  3.09191585e-01 -6.15539074e-01  4.11263973e-01\n",
      "   4.71671581e-01  1.13059416e-01  7.43795574e-01  1.28463969e-01\n",
      "   5.51839352e-01  3.13730985e-02 -6.57140136e-01 -5.62323332e-02\n",
      "  -1.14241749e-01 -1.21759295e+00  1.26051158e-02  2.92036295e-01\n",
      "   9.97295156e-02  1.15091339e-01  3.37393194e-01  7.83858895e-01\n",
      "  -4.56184268e-01 -8.05852413e-01  2.74301231e-01 -2.40347609e-01\n",
      "  -1.35483742e-01  8.66074920e-01  4.38343734e-01  3.25557113e-01\n",
      "   7.81575978e-01 -3.17071043e-02 -3.89836311e-01  7.01194927e-02\n",
      "  -9.75542217e-02  3.06381956e-02  1.67681634e-01  7.15148330e-01\n",
      "  -6.25110030e-01 -3.16894919e-01 -4.04074132e-01 -4.97737154e-02\n",
      "  -7.78873488e-02 -2.80113488e-01  2.04539865e-01  9.72071409e-01\n",
      "   4.01675440e-02 -1.01074144e-01 -5.72349966e-01  3.93940657e-01\n",
      "  -2.24376693e-01 -2.09562257e-02  3.69453877e-02 -5.77918112e-01\n",
      "   3.10306489e-01 -8.78817886e-02 -2.25984156e-01  4.74999100e-01\n",
      "   3.07936341e-01  3.72992009e-01  5.10901749e-01  9.77689996e-02\n",
      "   7.05896690e-02 -6.19678497e-02  4.88681257e-01 -7.40919471e-01\n",
      "   1.80414662e-01 -4.55180377e-01 -9.68483612e-02 -1.72323555e-01\n",
      "   2.36162141e-01 -4.53757733e-01 -2.60795593e-01  2.94346094e-01\n",
      "   1.87620014e-01  1.52934983e-01  1.08382392e+00  6.65348113e-01\n",
      "   6.91803545e-03  2.95808762e-01  2.50360280e-01  6.65418059e-02\n",
      "  -2.71512330e-01  4.72881019e-01 -5.44161320e-01 -3.10788393e-01\n",
      "   3.70473787e-02 -3.14388901e-01  7.33178020e-01  6.44780517e-01\n",
      "  -6.40613019e-01 -1.60260201e-01  4.61928010e-01  3.86407942e-01\n",
      "  -6.07942492e-02  3.59619021e-01  8.76029432e-02  8.43156338e-01\n",
      "  -8.86260569e-02  1.38380110e-01 -1.57369554e-01 -4.12722528e-01\n",
      "   1.63302645e-01  7.88493335e-01 -6.55454993e-02 -5.88979721e-01\n",
      "  -7.79194152e-03  1.23768315e-01 -6.31590903e-01  5.85134268e-01\n",
      "  -1.11337483e+00 -9.97926712e-01 -3.84789675e-01 -8.02556455e-01\n",
      "   9.14087176e-01  6.09362312e-02 -6.86118752e-02 -8.53492692e-02\n",
      "   4.88847435e-01  3.48092079e-01  1.29240379e-01  2.45211273e-01]\n",
      " [ 2.06229180e-01 -2.26370618e-02  2.17254385e-02  1.32069647e-01\n",
      "  -7.40562081e-02  1.08328141e-01 -3.21880698e-01 -1.57825887e-01\n",
      "  -4.57123667e-02 -1.63609892e-01  4.30038631e-01 -1.08813584e-01\n",
      "   1.16892427e-01 -1.06772527e-01 -3.72948535e-02 -7.30280653e-02\n",
      "   2.25775599e-01  4.69737798e-02  8.08710456e-02 -1.34547949e-01\n",
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      "   5.09644449e-01 -3.24168131e-02  3.10020775e-01  1.50335044e-01\n",
      "   2.69655436e-01  3.71943861e-01 -3.15461934e-01 -1.86193913e-01\n",
      "   3.94973159e-01 -2.54509151e-01  7.82987654e-01  4.12922859e-01\n",
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      "   4.54327255e-01 -1.33822799e-01  1.56827062e-01  1.77171335e-01\n",
      "   3.79915774e-01  2.34381258e-01 -5.70206642e-02  1.42308101e-01\n",
      "   7.09934235e-01  4.26195800e-01 -2.19223380e-01  1.70283303e-01\n",
      "   2.01848596e-01 -2.59570271e-01 -5.97332567e-02  2.64941335e-01\n",
      "   6.55200630e-02 -1.49081737e-01 -2.38334924e-01 -2.26744879e-02\n",
      "  -5.11734724e-01 -1.95389286e-01 -5.26307672e-02  1.04907610e-01\n",
      "  -3.37313175e-01 -9.09161344e-02 -1.39891028e-01 -7.31247663e-02\n",
      "   2.72261381e-01 -1.61725193e-01 -2.16415897e-02 -2.03888863e-02\n",
      "   1.72299415e-01 -7.01035738e-01  8.96262005e-02 -5.15968442e-01\n",
      "  -4.15445000e-01  4.32991475e-01  9.64236781e-02  1.06820524e-01\n",
      "  -5.73272780e-02  4.56876755e-01  2.32676134e-01  8.61213088e-01\n",
      "  -1.04978308e-01 -1.60355106e-01 -3.36833358e-01  6.98004723e-01\n",
      "  -4.86155391e-01  4.78067219e-01  3.53668839e-01  5.14351428e-01\n",
      "   2.46981829e-01 -2.90932119e-01  2.64889479e-01 -5.25157869e-01]]\n",
      "Score (Opposite of the value of X on the K-means objective which is Sum of distances of samples to their closest cluster center):\n",
      "-178063.36472398043\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Manju\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\pairwise.py:257: RuntimeWarning: invalid value encountered in sqrt\n",
      "  return distances if squared else np.sqrt(distances, out=distances)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Silhouette_score: \n",
      "0.29961422\n"
     ]
    }
   ],
   "source": [
    "from sklearn import cluster\n",
    "from sklearn import metrics\n",
    "kmeans = cluster.KMeans(n_clusters=NUM_CLUSTERS)\n",
    "kmeans.fit(X)\n",
    " \n",
    "labels = kmeans.labels_\n",
    "centroids = kmeans.cluster_centers_\n",
    " \n",
    "print (\"Cluster id labels for inputted data\")\n",
    "print (labels)\n",
    "print (\"Centroids data\")\n",
    "print (centroids)\n",
    " \n",
    "print (\"Score (Opposite of the value of X on the K-means objective which is Sum of distances of samples to their closest cluster center):\")\n",
    "print (kmeans.score(X))\n",
    " \n",
    "silhouette_score = metrics.silhouette_score(X, labels, metric='euclidean')\n",
    " \n",
    "print (\"Silhouette_score: \")\n",
    "print (silhouette_score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAE7pJREFUeJzt3W+MXNd93vHvI6lSmtYx9Ye2ZFE05YZBKxeBgq6VF4Ed1xItpWlFA1UQ5R9owAbrNkYXDFKEgVJ4Ibeo1LxgCVRtzNhJaSOpZKtozDqIBYm2WheoHS5dWQ5tKKQUJ1qLlWhJ6xitK5Xmry/mrjlnPctd7szOznq/H2Aw99x77twfhsN95p5zZyZVhSRJCy5Z7wIkSZPFYJAkNQwGSVLDYJAkNQwGSVLDYJAkNQwGSVLDYJAkNQwGSVLjsvUuYDWuueaa2rFjx3qXIUkbyvHjx79RVVuX67chg2HHjh3Mzs6udxmStKEk+fOV9HMoSZLUMBgkSQ2DQZLUMBgkSQ2DQZLUMBgkSQ2DQZLUMBgkSY2RBEOSO5I8leRUkv0Dtr8tyReTnE1y16Jt30nyRHc7Mop6JEmrN/Qnn5NcCjwA7ALmgGNJjlTVV/q6/QXwbuBXBzzEt6vq5mHrkCSNxii+EuMW4FRVPQOQ5EFgN/DdYKiqr3Xbzo3geJKkNTSKoaTrgWf72nPdupX6gSSzST6f5F1LdUqyt+s3e+bMmdXWKklaxiiCIQPW1UXsv72qpoCfB/5Nkr8xqFNVHaqqqaqa2rp12S8HlCSt0iiCYQ64oa+9DXhupTtX1XPd/TPA48CPjaCm9Vd14bYkTahRBMMxYGeSG5NcDtwNrOjqoiRXJrmiW74G+An65iY2rJkZ2LfvfBhU9dozM+tZlSStyNDBUFVngfcDjwBfBT5eVSeS3JvkToAkb0kyB/wM8KEkJ7rd/xYwm+RLwGeB+xZdzbTxVMH8PBw8eD4c9u3rtefnPXOQNPFSG/AP1dTUVE30D/X0h8GC6Wk4cAAyaEpGktZekuPdnO6F+xkMa6QKLuk7ITt3zlCQtK5WGgx+JcZaWDhj6Nc/5yBJE8xgGLX+YaTp6d6ZwvR0O+cgSRNsFJ98Vr8Etmxp5xQOHOht27LF4SRJE885hrVS1YbA4rYkjZlzDOttcQgYCpI2CINBktQwGCRJDYNBktQwGCRJDYNBktQwGCRJDYNBktQwGCRJDYNBktQwGCRJDYNBktQwGCRJDYNBktQwGCRJDYNBktQwGCRJDYNBktQYSTAkuSPJU0lOJdk/YPvbknwxydkkdy3atifJye62ZxT1SJJWb+hgSHIp8ADwU8BNwM8luWlRt78A3g38/qJ9rwI+APw4cAvwgSRXDluTJGn1RnHGcAtwqqqeqapXgQeB3f0dquprVfUkcG7RvrcDj1bVS1X1MvAocMcIapIkrdIoguF64Nm+9ly3bqT7JtmbZDbJ7JkzZ1ZVqCRpeaMIhgxYV6Pet6oOVdVUVU1t3bp1xcVJki7OKIJhDrihr70NeG4M+0qS1sAoguEYsDPJjUkuB+4Gjqxw30eAdya5spt0fme3TpK0ToYOhqo6C7yf3h/0rwIfr6oTSe5NcidAkrckmQN+BvhQkhPdvi8BH6QXLseAe7t1kqR1kqqVTgdMjqmpqZqdnV3vMiRpQ0lyvKqmluvnJ58lSQ2DQZLUMBgkSQ2DQZLUMBgkSQ2DQZLUMBgkSQ2DQZLUMBgkSQ2DQZLUMBgkSQ2DQZLUMBgkSQ2DQZLUMBgkSQ2DQZLUMBgkSQ2DQZLUMBgkSQ2DQZLUMBgkSQ2DQZLUGEkwJLkjyVNJTiXZP2D7FUke6rZ/IcmObv2OJN9O8kR3+61R1CNJWr3Lhn2AJJcCDwC7gDngWJIjVfWVvm7vAV6uqh9OcjdwP/Cz3banq+rmYeuQJI3GKM4YbgFOVdUzVfUq8CCwe1Gf3cDhbvlh4NYkGcGxJUkjNopguB54tq89160b2KeqzgLfBK7utt2Y5H8m+a9J3jqCeiRJQxh6KAkY9M6/VtjnNLC9ql5M8neAP0jy5qr6y+85SLIX2Auwffv2IUuWJC1lFGcMc8ANfe1twHNL9UlyGfBa4KWqeqWqXgSoquPA08CPDDpIVR2qqqmqmtq6desIypYkDTKKYDgG7ExyY5LLgbuBI4v6HAH2dMt3AZ+pqkqytZu8JsmbgJ3AMyOoSZK0SkMPJVXV2STvBx4BLgV+p6pOJLkXmK2qI8BHgI8lOQW8RC88AN4G3JvkLPAd4H1V9dKwNUmSVi9Vi6cDJt/U1FTNzs6udxmStKEkOV5VU8v185PPkqSGwSBJahgMkqSGwSBJahgMkqSGwSBJk2jxFaNjvILUYJCkSTMzA/v2nQ+Dql57ZmYshzcYJGmSVMH8PBw8eD4c9u3rtefnx3LmMIov0ZMkjUoCBw70lg8e7N0Apqd768fwiwV+8lmSJlEVXNI3qHPu3NCh4CefJWmjWhg+6tc/57DGDAZJmiT9cwrT070zhenpds5hjTnHIEmTJIEtW9o5hYU5hy1bnGNYinMMkr7vVbUhsLi9Cs4xSNJGtjgExnCmsMBgkCQ1DAZJUsNgkCQ1DAZJUsNgkCQ1DAZJUsNgkCQ1DAZJUmMkwZDkjiRPJTmVZP+A7Vckeajb/oUkO/q2/Xq3/qkkt4+iHknS6g0dDEkuBR4Afgq4Cfi5JDct6vYe4OWq+mHgAHB/t+9NwN3Am4E7gH/XPZ4kaZ2M4ozhFuBUVT1TVa8CDwK7F/XZDRzulh8Gbk2Sbv2DVfVKVf0ZcKp7PEnSOhlFMFwPPNvXnuvWDexTVWeBbwJXr3BfSdIYjSIYBn2z0+KvbF2qz0r27T1AsjfJbJLZM2fOXGSJkqSVGkUwzAE39LW3Ac8t1SfJZcBrgZdWuC8AVXWoqqaqamrr1q0jKFuSNMgoguEYsDPJjUkupzeZfGRRnyPAnm75LuAz1fshiCPA3d1VSzcCO4E/HkFNkqRVGvoX3KrqbJL3A48AlwK/U1UnktwLzFbVEeAjwMeSnKJ3pnB3t++JJB8HvgKcBX65qr4zbE2SpNXzF9wkaZPwF9wkSatiMEiSGgaDJKlhMEiSGgaDJKlhMEiSGgaD9P1g8WXnG/AydE0Og0Ha6GZmYN++82FQ1WvPzKxnVdrADAZpI6uC+Xk4ePB8OOzb12vPz3vmoFUZ+isxJK2jBA4c6C0fPNi7AUxP99Zn0BcYSxfmV2JI3w+q4JK+AYBz5wwFfQ+/EkPaLBaGj/r1zzlIF8lgkDay/jmF6enemcL0dDvnIF0k5xikjSyBLVvaOYWFOYctWxxO0qps3jmGqvY/zeK2tJH4etYKOMdwIV73re83i0PAUNAQNl8weN23JF3Q5ptj8LpvSbqgzT3H4HXfkjYR5xguxOu+JWlJmy8YvO5bki5oc84xeN23JC1pc88xeN23pE1kLHMMSa5K8miSk939lUv029P1OZlkT9/6x5M8leSJ7va6Yeq5yOIv3JakTWrYOYb9wNGq2gkc7dqNJFcBHwB+HLgF+MCiAPmFqrq5u70wZD2SpCENGwy7gcPd8mHgXQP63A48WlUvVdXLwKPAHUMeV5K0RoYNhtdX1WmA7n7QUND1wLN97blu3YLf7YaR/nnieI4krbdlr0pK8hhw7YBN96zwGIP+2C/MeP9CVX09yWuA/wT8EvDRJerYC+wF2L59+woPLUm6WMsGQ1XdttS2JM8nua6qTie5Dhg0RzAHvL2vvQ14vHvsr3f330ry+/TmIAYGQ1UdAg5B76qk5eqWJK3OsENJR4CFq4z2AJ8c0OcR4J1Jruwmnd8JPJLksiTXACT5K8DfB/5kyHokSUMaNhjuA3YlOQns6tokmUryYYCqegn4IHCsu93brbuCXkA8CTwBfB347SHrkSQNafN+wE2SNhm/RE+StCoGgySpYTBIkhoGgySpYTBIkhoGgySpYTBIkhoGgySpYTBIkhoGgySpYTBIkhoGgySpYTBIkhoGgySpYTBIkhoGgySpYTBIkhoGgySpYTBIkhoGgySpYTBIkhoGgySpYTBIkhpDBUOSq5I8muRkd3/lEv0+nWQ+yacWrb8xyRe6/R9Kcvkw9UiShjfsGcN+4GhV7QSOdu1BfhP4pQHr7wcOdPu/DLxnyHokSUMaNhh2A4e75cPAuwZ1qqqjwLf61yUJ8A7g4eX2lySNz7DB8PqqOg3Q3b/uIva9GpivqrNdew64fsh6JElDumy5DkkeA64dsOmeIY+dAevqAnXsBfYCbN++fchDS5KWsmwwVNVtS21L8nyS66rqdJLrgBcu4tjfALYkuaw7a9gGPHeBOg4BhwCmpqaWDBBJ0nCGHUo6AuzplvcAn1zpjlVVwGeBu1azvyRpbQwbDPcBu5KcBHZ1bZJMJfnwQqcknwM+AdyaZC7J7d2mXwN+JckpenMOHxmyHknSkJYdSrqQqnoRuHXA+lngvX3tty6x/zPALcPUIEkaLT/5LElqGAySpIbBIElqGAySpIbBIElqGAySpIbBIElqGAySpIbBIElqGAySpIbBIElqGAySpIbBIElqGAySpIbBIElqGAySpIbBIElqGAzafKou3JY2OYNBm8vMDOzbdz4MqnrtmZn1rEqaKAaDNo8qmJ+HgwfPh8O+fb32/LxnDlLnsvUuQBqbBA4c6C0fPNi7AUxP99Yn61ebNEFSG/Bd0tTUVM3Ozq53GdqoquCSvpPlc+cMBW0KSY5X1dRy/RxK0uayMHzUr3/OQdJwwZDkqiSPJjnZ3V+5RL9PJ5lP8qlF6/9Dkj9L8kR3u3mYeqQL6p9TmJ7unSlMT7dzDpKGnmPYDxytqvuS7O/avzag328CPwj8owHb/llVPTxkHdLyEtiypZ1TWJhz2LLF4SSpM2ww7Abe3i0fBh5nQDBU1dEkb1+8Xhq7mZnemcFCCCyEg6Egfdewcwyvr6rTAN3961bxGP8yyZNJDiS5Ysh6pOUtDgFDQWose8aQ5DHg2gGb7hnB8X8d+F/A5cAhemcb9y5Rx15gL8D27dtHcGhJ0iDLBkNV3bbUtiTPJ7muqk4nuQ544WIOvnC2AbyS5HeBX71A30P0woOpqSlnCSVpjQw7lHQE2NMt7wE+eTE7d2FCkgDvAv5kyHokSUMaNhjuA3YlOQns6tokmUry4YVOST4HfAK4Nclcktu7Tb+X5MvAl4FrgH8xZD2SpCENdVVSVb0I3Dpg/Szw3r72W5fY/x3DHF+SNHp+8lmS1DAYJEkNg0GS1DAYJEkNg0GS1DAYJEkNg0GS1DAYJEmNDfnTnknOAH9O79PS31jncpZibatjbatjbauz2Wp7Y1VtXa7ThgyGBUlmV/L7pevB2lbH2lbH2lbH2gZzKEmS1DAYJEmNjR4Mh9a7gAuwttWxttWxttWxtgE29ByDJGn0NvoZgyRpxDZUMCS5KsmjSU5291cO6PPGJMeTPJHkRJL3TVBtNyf5H11dTyb52Umprev36STzST41hpruSPJUklNJ9g/YfkWSh7rtX0iyY61ruoja3pbki0nOJrlrgur6lSRf6V5bR5O8cYJqe1+SL3f/L/97kpsmpba+fnclqSRjuxJoBc/bu5Oc6Z63J5K8d9DjjFxVbZgb8K+B/d3yfuD+AX0uB67olv868DXgDRNS248AO7vlNwCngS2TUFu37VbgHwCfWuN6LgWeBt7U/Xt9CbhpUZ9/AvxWt3w38NCYXmMrqW0H8KPAR4G7Jqiuvwv8YLf8jyfsOfuhvuU7gU9PSm1dv9cA/w34PDA1KbUB7wb+7Tjq6b9tqDMGYDdwuFs+TO93ohtV9WpVvdI1r2B8Z0Urqe1Pq+pkt/wc8AKw7IdNxlFbV9NR4FtjqOcW4FRVPVNVrwIPdjX266/5YXo/C5tJqK2qvlZVTwLnxlDPxdT12ar6P13z88C2CartL/uafw0Y1+TmSl5rAB+k9wbq/46proupbew2WjC8vqpOA3T3rxvUKckNSZ4EnqX37vi5Samtr8Zb6L1LeHrSahuD6+n92yyY69YN7FNVZ4FvAldPSG3r4WLreg/wR2ta0Xkrqi3JLyd5mt4f4H86KbUl+THghqpa8yHURVb6b/oPu+HBh5PcMI7ChvrN57WQ5DHg2gGb7lnpY1TVs8CPJnkD8AdJHq6q5yehtu5xrgM+BuypqpG86xxVbWMy6J3/4neQK+mzFtbruMtZcV1JfhGYAn5yTSvqO+SAdd9TW1U9ADyQ5OeB3wD2rHVhLFNbkkuAA/SGbMZtJc/bfwH+Y1W90s2XHgbesdaFTVwwVNVtS21L8nyS66rqdPfH9YVlHuu5JCeAt9Ibjlj32pL8EPCHwG9U1eeHrWmUtY3RHND/zmcbsPisbqHPXJLLgNcCL01IbethRXUluY3em4Gf7BtSnYja+jwI/Ps1rei85Wp7DfC3gce7kcprgSNJ7qyq2XWujap6sa/528D9a1wTsPGGko5w/l3GHuCTizsk2Zbkr3bLVwI/ATw1IbVdDvxn4KNV9Ykx1LTi2sbsGLAzyY3dc3I3vRr79dd8F/CZ6mbjJqC29bBsXd2QyIeAO6tqnOG/ktp29jV/Gjg5CbVV1Ter6pqq2lFVO+jNzYwjFJatDb47urDgTuCrY6hrw12VdDVwlN6L6ihwVbd+Cvhwt7wLeJLeDP+TwN4Jqu0Xgf8HPNF3u3kSauvanwPOAN+m927m9jWs6e8Bf0pvjuWebt299P5TAvwA8AngFPDHwJvG+Dpbrra3dM/P/wZeBE5MSF2PAc/3vbaOTNBzdhA40dX1WeDNk1Lbor6PM6arklb4vP2r7nn7Uve8/c1x1OUnnyVJjY02lCRJWmMGgySpYTBIkhoGgySpYTBIkhoGgySpYTBIkhoGgySp8f8Ben++llfLqloAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "centers = np.array(kmeans.cluster_centers_)\n",
    "plt.scatter(centers[:,0], centers[:,1], marker=\"x\", color='r')\n",
    "order_centroids = kmeans.cluster_centers_.argsort()[:, ::-1]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Manju\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: DeprecationWarning: Call to deprecated `most_similar` (Method will be removed in 4.0.0, use self.wv.most_similar() instead).\n",
      "  after removing the cwd from sys.path.\n",
      "C:\\Users\\Manju\\Anaconda3\\lib\\site-packages\\gensim\\matutils.py:737: FutureWarning: Conversion of the second argument of issubdtype from `int` to `np.signedinteger` is deprecated. In future, it will be treated as `np.int32 == np.dtype(int).type`.\n",
      "  if np.issubdtype(vec.dtype, np.int):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[[('Whitehouse', 0.18360602855682373),\n",
       "  ('interview', 0.17920184135437012),\n",
       "  ('admits', 0.17748671770095825),\n",
       "  ('Corroborated', 0.173311248421669),\n",
       "  ('Man', 0.17172281444072723),\n",
       "  ('scale', 0.16743922233581543),\n",
       "  ('Bye', 0.1657271534204483),\n",
       "  ('midterms', 0.1655447632074356),\n",
       "  ('Rudy', 0.16503837704658508),\n",
       "  ('gallows', 0.16413171589374542)],\n",
       " [('second', 0.22100350260734558),\n",
       "  ('sessions', 0.21021398901939392),\n",
       "  ('Time', 0.20816142857074738),\n",
       "  ('Old', 0.19881267845630646),\n",
       "  ('u', 0.197812020778656),\n",
       "  ('blame', 0.1970883011817932),\n",
       "  ('Man', 0.1960357278585434),\n",
       "  ('Cedar', 0.19598494470119476),\n",
       "  ('Be', 0.19391538202762604),\n",
       "  ('midterms', 0.1932099461555481)],\n",
       " [('Rudy', 0.21647992730140686),\n",
       "  ('Arrest', 0.19566893577575684),\n",
       "  ('Interesting', 0.19236640632152557),\n",
       "  ('PA', 0.19125577807426453),\n",
       "  ('Time', 0.1877225935459137),\n",
       "  ('Corroborated', 0.18760797381401062),\n",
       "  ('brought', 0.18712033331394196),\n",
       "  ('ready', 0.18446923792362213),\n",
       "  ('Blames', 0.18047590553760529),\n",
       "  ('Man', 0.17983070015907288)],\n",
       " [('Interesting', 0.22131876647472382),\n",
       "  ('CONSPIRACY', 0.20661959052085876),\n",
       "  ('Man', 0.20430055260658264),\n",
       "  ('ignores', 0.20077043771743774),\n",
       "  ('fingering', 0.18959806859493256),\n",
       "  ('Time', 0.18956127762794495),\n",
       "  ('bitch', 0.18937034904956818),\n",
       "  ('trying', 0.1882566213607788),\n",
       "  ('ENTRAP', 0.185856431722641),\n",
       "  ('WEEK', 0.18258100748062134)],\n",
       " [('interview', 0.2021101415157318),\n",
       "  ('liar', 0.19415274262428284),\n",
       "  ('Last', 0.1929355263710022),\n",
       "  ('Hillary', 0.19227661192417145),\n",
       "  ('verbatim', 0.1787811815738678),\n",
       "  ('guy', 0.17770180106163025),\n",
       "  ('Now', 0.17603012919425964),\n",
       "  ('ready', 0.17593711614608765),\n",
       "  ('Really', 0.1752302348613739),\n",
       "  ('Rudy', 0.17497411370277405)]]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "order_centroids\n",
    "center=[]\n",
    "for i in range (0,5):\n",
    "    center.append(model.most_similar([order_centroids[i]]))\n",
    "center"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "c_words=[]\n",
    "#center=[x for x in range(0,10) center[0][x][0]]\n",
    "for x in range(10):\n",
    "    for j in range(5):\n",
    "        c_words.append(center[j][x][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Whitehouse',\n",
       " 'second',\n",
       " 'Rudy',\n",
       " 'Interesting',\n",
       " 'interview',\n",
       " 'interview',\n",
       " 'sessions',\n",
       " 'Arrest',\n",
       " 'CONSPIRACY',\n",
       " 'liar',\n",
       " 'admits',\n",
       " 'Time',\n",
       " 'Interesting',\n",
       " 'Man',\n",
       " 'Last',\n",
       " 'Corroborated',\n",
       " 'Old',\n",
       " 'PA',\n",
       " 'ignores',\n",
       " 'Hillary',\n",
       " 'Man',\n",
       " 'u',\n",
       " 'Time',\n",
       " 'fingering',\n",
       " 'verbatim',\n",
       " 'scale',\n",
       " 'blame',\n",
       " 'Corroborated',\n",
       " 'Time',\n",
       " 'guy',\n",
       " 'Bye',\n",
       " 'Man',\n",
       " 'brought',\n",
       " 'bitch',\n",
       " 'Now',\n",
       " 'midterms',\n",
       " 'Cedar',\n",
       " 'ready',\n",
       " 'trying',\n",
       " 'ready',\n",
       " 'Rudy',\n",
       " 'Be',\n",
       " 'Blames',\n",
       " 'ENTRAP',\n",
       " 'Really',\n",
       " 'gallows',\n",
       " 'midterms',\n",
       " 'Man',\n",
       " 'WEEK',\n",
       " 'Rudy']"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "f_doc=[]\n",
    "#str1=\"AI is our friend and it has been friendly\"\n",
    "#str2=\"AI is our friend and always been friendly\"\n",
    "def get_jaccard_sim(str1, str2): \n",
    "    a = set(str1.split()) \n",
    "    b = set(str2.split())\n",
    "    c = a.intersection(b)\n",
    "    f=float(len(c)) / (len(a) + len(b) - len(c))\n",
    "    #a=get_jaccard_sim(str1,str2)\n",
    "    #print(f)\n",
    "    if(f>0):\n",
    "        f_doc.append(str2)\n",
    "        \n",
    "for i in range(len(c)):\n",
    "    for j in range(len(c_words)):\n",
    "        get_jaccard_sim(c_words[j],c[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Was Don Jr expecting Hillary Clinton emails in the Trump Tower meeting as who has now blocked me on he',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT I ve identified 23 Republican districts in which Hillary Clinton defeated Donald Trump in the 2016 general election Prime',\n",
       " 'Have you guys been watching Trump s latest INSANE screed about Hillary Clinton and Russia rigging the 2016 Election',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Is that all you got The Daily Ledger Really People have been indicted People have pled quilts Our Intelligence says',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'manifesto Hillary Clinton very proud of Foundation s work in Colombia Bill amp Hillary C',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'Apparently Bill was appalled at Hillary s stupidity',\n",
       " 'Thanks Mrs Hillary Clinton thanks so much',\n",
       " 'RT Here s another reminder During the debates there was much outrage that Hillary Clinton had possibly been given the quest',\n",
       " 'RT sairy Hillary Clinton influenced me to not vote for Hillary Clinton Collusion RussiaRussiaRussia',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT JW s court battles forced the release of 281 pages of emails Hillary Clinton sent amp received on her unsecured non state',\n",
       " 'RT 3 Governments from around the world had donated to the Charity known as the Bill Hillary amp Chelsea Clinton Foundation',\n",
       " 'RT All steps taken to exonerate Hillary Clinton were obstruction of justice the red herring was to shift blame to Trump i',\n",
       " 'RT All steps taken to exonerate Hillary Clinton were obstruction of justice the red herring was to shift blame to Trump i',\n",
       " 'Thank you Mr President We know Hillary Clinton committed crimes against you Ameri',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Wow proof of Hillary Clinton condoning domestic terrorist',\n",
       " 'RT 5 None other than James Wassup Homey Comey Now that s interesting isn t it What many are',\n",
       " 'How did all of your support help Hillary Clinton You may have more ppl but it didn t w',\n",
       " 'You and me both Bill Clinton is a RAPIST And Hillary is a SULFUR SMELLING GOBLIN',\n",
       " 'If that s the case why are you under investigation and not Hillary Clinton Why is',\n",
       " 'RT Here s another reminder During the debates there was much outrage that Hillary Clinton had possibly been given the quest',\n",
       " 'RT We ve identified 23 Republican congressional districts in which Hillary Clinton defeated Donald Trump in the 2016 gener',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT thanraj Some how court is trying to prove that they will not go with emotions which TN Govt fails to do Lot of politi',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'yup crooked Hillary was at it again Why is this wicked witch not in prison',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT You are no longer worth the time it takes to respond to We as Americans have A LOT of work to do before the midterms',\n",
       " 'RT You are no longer worth the time it takes to respond to We as Americans have A LOT of work to do before the midterms',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Wow proof of Hillary Clinton condoning domestic terrorist',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'Interesting Hopefully',\n",
       " 'Interesting Hopefully',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Everything this dude he quoted says is a lie Same guy also said Barack Obama is a compulsive sociopathic liar and undocume',\n",
       " 'RT Everything this dude he quoted says is a lie Same guy also said Barack Obama is a compulsive sociopathic liar and undocume',\n",
       " 'You just mentioned that your son met with Russian people to get dirt on Hillary that is collusion And you knew ab',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Is that all you got The Daily Ledger Really People have been indicted People have pled quilts Our Intelligence says',\n",
       " 'RT Hillary Clinton was investigated 40 times Hillary Clinton testified in congress for 30 hours Hillary Clinton was deemed a',\n",
       " 'RT Cities With Massive Foreign Populations Went Strongest For Hillary Clinton In 2016 No Surprise Here BluestarZone',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Here s another reminder During the debates there was much outrage that Hillary Clinton had possibly been given the quest',\n",
       " 'RT Era una conspiraci n mundial del FMI Hollywood Obama el Mossad Planned Parenthood Hillary Clinton Amnesty International',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'Hillary Clinton y Spielberg producir n una serie',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton was investigated 40 times Hillary Clinton testified in congress for 30 hours Hillary Clinton was deemed a',\n",
       " 'I am not OK with anyone breaking the law Give it up with the idiotic what aboutisms Every Hillary C',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT My book is out today in bookstores The Russia Hoax The Illicit Scheme To Clear Hillary Clinton And Frame Donald Trump',\n",
       " 'RT Jokowi is learning from Hillary Clinton s defeat To beat an uprising populism you need to shut down your enemy s biggest na',\n",
       " 'Do you really see Bernie Sanders voting to convict Trump I don t but I can see him racing to convict Hillary or Obama tho',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT These people called Hillary Clinton a fucking criminal Smh Hillary Clinton blamed for Bill Clinton resume Hillary Clint',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Wow proof of Hillary Clinton condoning domestic terrorist',\n",
       " 'RT My book is out today in bookstores The Russia Hoax The Illicit Scheme To Clear Hillary Clinton And Frame Donald Trump',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Mueller s investigation is one big coverup deception campaign to deflect onto Trump all the dirty goings on of Hillary Cl',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'Interesting',\n",
       " 'Interesting',\n",
       " 'RT We ve identified 23 Republican congressional districts in which Hillary Clinton defeated Donald Trump in the 2016 gener',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Antifa Professors get the same legal scrutiny as Hillary amp Bill Clinton',\n",
       " 'The constant investigation of Hillary Clinton was the real witch hunt There is no equivalency bet',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'Every single member of Congress engages in in sider trading Hillary Clinton for example How do you think they a',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'this guy is a joke',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'Now when Bernie Sanders was running against Hillary Rodham Clinton s I think',\n",
       " 'Now when Bernie Sanders was running against Hillary Rodham Clinton s I think',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Donald Trump tweets that Hillary Clinton the biggest loser of all time',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Jokowi is learning from Hillary Clinton s defeat To beat an uprising populism you need to shut down your enemy s biggest na',\n",
       " 'RT Finch He also called James Comey a pathological liar and said he was ashamed he d once hired Comey before saying how terrible it',\n",
       " 'RT Jokowi is learning from Hillary Clinton s defeat To beat an uprising populism you need to shut down your enemy s biggest na',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Then why are u calling it a witch Hunt and trying to stop the investigation How dumb do u think we are',\n",
       " 'RT Then why are u calling it a witch Hunt and trying to stop the investigation How dumb do u think we are',\n",
       " 'RT Your periodic reminder that Hillary Clinton sat for 11 hours of televised grilling and didn t get to pick the question',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT 5WordWishForTheFuture Hillary Clinton President Obama VP',\n",
       " 'RT Here s another reminder During the debates there was much outrage that Hillary Clinton had possibly been given the quest',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'Bwahahahaha did Hillary fix the election so you could win and then frame you so you would be investigated WHAT',\n",
       " 'RT I ve identified 23 Republican districts in which Hillary Clinton defeated Donald Trump in the 2016 general election Prime',\n",
       " 'Hillary and the Dems PAID millions for lies from Russia and that crooked former agent',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT Well we re enjoying a hell of a lot more success than Hillary Clinton and the did in 2016 But thanks for',\n",
       " 'RT Fun fact Hillary Clinton s Senate mentor filibustered the Civil Rights act',\n",
       " 'RT BREAKING Corroborated 3 of the most prestigious Polling Institutions the Washington Post Wall Street Journal Reuters a',\n",
       " 'RT BREAKING Corroborated 3 of the most prestigious Polling Institutions the Washington Post Wall Street Journal Reuters a',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'There are many uncounted Ohio 12 ballots in Hillary Clinton s bathroom closet',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'And misdirection They pulled this stunt to keep Hillary Clinton amp her crooked cronies OUT of JAIL Keep the foc',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton laundered campaign funds through a law firm to purchase Russian intelligence from a foreign national w',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Who the fuck are these Green Party voters Really In 2018 you ask The Green Party is really Russian operatives pai',\n",
       " 'RT AMAZON ALEXA Hillary Clinton had Vince Foster killed VIDEO',\n",
       " 'Hillary Clinton turned 1000 in 100 000 doing this',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'I bet that Hillary Clinton isn t even a real grandmother',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Jokowi is learning from Hillary Clinton s defeat To beat an uprising populism you need to shut down your enemy s biggest na',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Collusion with Russia was very real Hillary Clinton and her team 100 colluded with the Russians and so did Adam Sc',\n",
       " 'RT Cities With Massive Foreign Populations Went Strongest For Hillary Clinton In 2016 No Surprise Here BluestarZone',\n",
       " 'that s right folks today the Hillary Clinton s wage gap',\n",
       " 'RT Then why are u calling it a witch Hunt and trying to stop the investigation How dumb do u think we are',\n",
       " 'RT Then why are u calling it a witch Hunt and trying to stop the investigation How dumb do u think we are',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Julian Assange s hatred of Hillary Clinton was no secret His advice to Donald Trump was by',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Everything this dude he quoted says is a lie Same guy also said Barack Obama is a compulsive sociopathic liar and undocume',\n",
       " 'RT Everything this dude he quoted says is a lie Same guy also said Barack Obama is a compulsive sociopathic liar and undocume',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Cities With Massive Foreign Populations Went Strongest For Hillary Clinton In 2016 No Surprise Here BluestarZone',\n",
       " 'Former Clinton Secret Service Agent Spills On Hillary s Vile Language Hatred For Men And Unfitness As Leader',\n",
       " 'RT Here s another reminder During the debates there was much outrage that Hillary Clinton had possibly been given the quest',\n",
       " 'Trump Again Trashes Mueller Probe Blames Crooked Hillary and Dems',\n",
       " 'Trump Again Trashes Mueller Probe Blames Crooked Hillary and Dems',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Era una conspiraci n mundial del FMI Hollywood Obama el Mossad Planned Parenthood Hillary Clinton Amnesty International',\n",
       " 'RT President Hillary Clinton BetterThanILoveYouIn3Words',\n",
       " 'RT As each day goes by and more and more comes out you realize just how much Hillary Clinton was robbed StillWithHer',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT The year is 2020 Hillary Clinton s campaign slogan is impeach bumpf By 2024 liberals can say nothing but impee bumf',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton lost BetterThanILoveYouIn3Words',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Jokowi is learning from Hillary Clinton s defeat To beat an uprising populism you need to shut down your enemy s biggest na',\n",
       " 'RT Remember when Trump warned us that if Hillary won everyone in the administration would be too busy dealing with the Cli',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT I like the tax returns i think thumb print Nikki Hayley got the photo of every illegal in SC to vote Hillary Clinton N',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'I hate Hillary Clinton and I d like to know what s in those emails too B',\n",
       " 'Hillary Clinton Negotiated with the DOJ to wipe email server clean via',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT AMAZON ALEXA Hillary Clinton had Vince Foster killed VIDEO',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Jokowi is learning from Hillary Clinton s defeat To beat an uprising populism you need to shut down your enemy s biggest na',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT The Hillary Clinton team PAID FOR INFORMATION FROM KREMLIN CONNECTED SOURCES This is an irrefutable fact that the Democrats',\n",
       " 'RT Cities With Massive Foreign Populations Went Strongest For Hillary Clinton In 2016 No Surprise Here BluestarZone',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'He is just trying to justify Putin s helping him to become the president Now blame the Democrats So crazy You wo',\n",
       " 'He is just trying to justify Putin s helping him to become the president Now blame the Democrats So crazy You wo',\n",
       " 'He is just trying to justify Putin s helping him to become the president Now blame the Democrats So crazy You wo',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Donald Trump is claiming Hillary Clinton and the Democrats colluded with the Russians to fix the 2016 election Did they rea',\n",
       " 'RT Women are the largest untapped reservoir of talent in the world Hillary Rodham Clinton We are proud to celebrate Women',\n",
       " 'Hillary Clinton calls blacks and Latinos super predator say she keep hot sauce in her purse and like a',\n",
       " 'RT Sacrebleu While I love Carrie Fisher and am SHOCKED she doesn t have a star already I think giving Hillary Clinton that spot',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'MikeBrown Hillary ImWIthHer For innocence and counts it from the start You loathe him But he sees the huma',\n",
       " 'Bernie and Jane Sanders Now Under FBI Investigation For Federal Crime via',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Facts 1 George H W Bush helped assassinate JFK 2 G W Bush helped assassinate 1 000 s of Americans on 9 11 3 Hillary',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'I liked a video Inside Hillary Clinton s Hotel Room on Election Night 2016',\n",
       " 'Hillary Clinton Pleads Guilty Watch Carefully As The Largest Tones Of via al',\n",
       " 'RT Jokowi is learning from Hillary Clinton s defeat To beat an uprising populism you need to shut down your enemy s biggest na',\n",
       " 'Spokane tickets Lynden tickets Gov Mike Pence will be broadcast tonight on 7pm ET Crooked Hillary Clinton does not',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT Hillary Clinton was investigated 40 times Hillary Clinton testified in congress for 30 hours Hillary Clinton was deemed a',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Hillary Clinton was investigated 40 times Hillary Clinton testified in congress for 30 hours Hillary Clinton was deemed a',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'John Giacalone to testify next week on why FBI stopped John Giacalone led the FBI s investigation into Hillary C',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Then why are u calling it a witch Hunt and trying to stop the investigation How dumb do u think we are',\n",
       " 'RT Then why are u calling it a witch Hunt and trying to stop the investigation How dumb do u think we are',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Hillary Clinton was investigated 40 times Hillary Clinton testified in congress for 30 hours Hillary Clinton was deemed a',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Happening now The Russia Hoax the illicit scheme to clear Hillary Clinton amp frame Donald Trump',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT Wow proof of Hillary Clinton condoning domestic terrorist',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Collusion with Russia was very real Hillary Clinton and her team 100 colluded with the Russians and so did Adam Sc',\n",
       " 'Why isnt anybody bringing up Hillary Clinton and her cohort Umma Abading on murder charges Based on the video fro',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'How evil is Hillary Clinton This evil Russian Oligarch Helped FBI to Rescue American in Iran But HILLARY Nixe',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton was investigated 40 times Hillary Clinton testified in congress for 30 hours Hillary Clinton was deemed a',\n",
       " 'Didn t a Republican investigate Hillary Clinton Yes Any indictments No Nough said',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Bwahahahaha did Hillary fix the election so you could win and then frame you so you would be investigated WHAT ARE Y',\n",
       " 'LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL De',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Then why are u calling it a witch Hunt and trying to stop the investigation How dumb do u think we are',\n",
       " 'RT Then why are u calling it a witch Hunt and trying to stop the investigation How dumb do u think we are',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Former Clinton Secret Service Agent Spills On Hillary s Vile Language Hatred For Men And Unfitness As Leader',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT What happen to McCabe Comey Brennan Clapper Hillary Strzok all lied under oath leaked information What happen to',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Mueller s investigation is one big coverup deception campaign to deflect onto Trump all the dirty goings on of Hillary Cl',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'Mueller targets Trump but ignores evidence fingering Hillary Clinton',\n",
       " 'Mueller targets Trump but ignores evidence fingering Hillary Clinton',\n",
       " 'Mueller targets Trump but ignores evidence fingering Hillary Clinton',\n",
       " 'RT Fun fact Hillary Clinton s Senate mentor filibustered the Civil Rights act',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Era una conspiraci n mundial del FMI Hollywood Obama el Mossad Planned Parenthood Hillary Clinton Amnesty International',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Everything this dude he quoted says is a lie Same guy also said Barack Obama is a compulsive sociopathic liar and undocume',\n",
       " 'RT Everything this dude he quoted says is a lie Same guy also said Barack Obama is a compulsive sociopathic liar and undocume',\n",
       " 'RT Mueller targets Trump but ignores evidence fingering Hillary Clinton',\n",
       " 'RT Mueller targets Trump but ignores evidence fingering Hillary Clinton',\n",
       " 'RT Mueller targets Trump but ignores evidence fingering Hillary Clinton',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'The Clintons Bill amp Hillary the slimiest people on this planet all you have to do is follo',\n",
       " 'RT JW s court battles forced the release of 281 pages of emails Hillary Clinton sent amp received on her unsecured non state',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT Hillary Clinton isn t the one under investigation DonaldTrump is Hillary Clinton doesn t have several',\n",
       " 'RT Your periodic reminder that Hillary Clinton sat for 11 hours of televised grilling and didn t get to pick the question',\n",
       " 'RT Fun fact Hillary Clinton s Senate mentor filibustered the Civil Rights act',\n",
       " 'RT 3 Governments from around the world had donated to the Charity known as the Bill Hillary amp Chelsea Clinton Foundation',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton was investigated 40 times Hillary Clinton testified in congress for 30 hours Hillary Clinton was deemed a',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Here s another reminder During the debates there was much outrage that Hillary Clinton had possibly been given the quest',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Traitor Reminder Hillary Clinton won the popular vote by almost 3M votes Illegitimate',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Well well well U S Cities with Massive Foreign Populations Went Strongest for Hillary Clinton in 2016',\n",
       " 'Grands D bats L improbable chec de la dame Hillary R Clinton',\n",
       " 'RT Hillary Clinton was investigated 40 times Hillary Clinton testified in congress for 30 hours Hillary Clinton was deemed a',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Then why are u calling it a witch Hunt and trying to stop the investigation How dumb do u think we are',\n",
       " 'RT Then why are u calling it a witch Hunt and trying to stop the investigation How dumb do u think we are',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'How can you blame a voter for not voting for a candidate who actively turned her back on her own constitu',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT Rep Stephen Lynch Destroys Republicans for holding 100 hearing into Hillary Clinton s email server AND Only 2 on Russi',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Your periodic reminder that Hillary Clinton sat for 11 hours of televised grilling and didn t get to pick the question',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT ICE Employee Forced Out for Using Position To Campaign for Hillary Clinton',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT AMAZON ALEXA Hillary Clinton had Vince Foster killed VIDEO',\n",
       " 'RT JW s court battles forced the release of 281 pages of emails Hillary Clinton sent amp received on her unsecured non state',\n",
       " 'Yup Americans know Hillary Clinton is dirty go after them Go after them all',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT toast17 Do you really see Bernie Sanders voting to convict Trump I don t but I can see him racing to convict Hillary or Ob',\n",
       " 'RT Jokowi is learning from Hillary Clinton s defeat To beat an uprising populism you need to shut down your enemy s biggest na',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'Why isn t The Muller team looking into the DNC and Hillary Clinton campaign for collusion there is overwhelming evi',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'Not to rain on anyone s parade but Musk Will see the long arm of the law right after Hillary Clinton He will su',\n",
       " 'RT Fun fact Hillary Clinton s Senate mentor filibustered the Civil Rights act',\n",
       " 'RT Hillary Clinton was investigated 40 times Hillary Clinton testified in congress for 30 hours Hillary Clinton was deemed a',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Your periodic reminder that Hillary Clinton sat for 11 hours of televised grilling and didn t get to pick the question',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'That s because Hillary Clinton was demanding Russia to pay to play money going to the Cli',\n",
       " 'If Hillary Clinton worked with the Russians to fix the election why isn t she presid',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT JW s court battles forced the release of 281 pages of emails Hillary Clinton sent and received on her unsecured non stat',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Here s another reminder During the debates there was much outrage that Hillary Clinton had possibly been given the quest',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT Happening now The Russia Hoax the illicit scheme to clear Hillary Clinton amp frame Donald Trump',\n",
       " 'RT Fun fact Hillary Clinton s Senate mentor filibustered the Civil Rights act',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Sacrebleu While I love Carrie Fisher and am SHOCKED she doesn t have a star already I think giving Hillary Clinton that spot',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Era una conspiraci n mundial del FMI Hollywood Obama el Mossad Planned Parenthood Hillary Clinton Amnesty International',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT JW s court battles forced the release of 281 pages of emails Hillary Clinton sent amp received on her unsecured non state',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'About it If Jim Acosta is a journalist Then Hillary Clinton is the President',\n",
       " 'RT Jokowi is learning from Hillary Clinton s defeat To beat an uprising populism you need to shut down your enemy s biggest na',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT GRAPHIC Hillary Clinton just made a mistake',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT ICE Employee Forced Out for Using Position To Campaign for Hillary Clinton',\n",
       " 'RT These people called Hillary Clinton a fucking criminal Smh Hillary Clinton blamed for Bill Clinton resume Hillary Clint',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'Hillary Clinton is all you think about I think she s the real winner here Living in your head r',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'But heres Something for ya On somebody was is a Racist Hillary Clinton was Called black Males super predators and b',\n",
       " 'RT What happen to McCabe Comey Brennan Clapper Hillary Strzok all lied under oath leaked information What happen to',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton was investigated 40 times Hillary Clinton testified in congress for 30 hours Hillary Clinton was deemed a',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'LOL Part of the first Hillary Clinton will be arrested between 7 45 AM 8 30 AM EST',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton lost BetterThanILoveYouIn3Words',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'AMAZON ALEXA Hillary Clinton had Vince Foster killed VIDEO',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT 3 Governments from around the world had donated to the Charity known as the Bill Hillary amp Chelsea Clinton Foundation',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'Go after the Mueller s collusion with Hillary Clinton and McCain America deserves better If you don t',\n",
       " 'We ve been tryna tell u for so long ppl WAKE UP MAGA',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'Time fpr Old Joe to retire in silence CC to Nancy Pelosi and Bernie Sanders please Thanks',\n",
       " 'Time fpr Old Joe to retire in silence CC to Nancy Pelosi and Bernie Sanders please Thanks',\n",
       " 'Time fpr Old Joe to retire in silence CC to Nancy Pelosi and Bernie Sanders please Thanks',\n",
       " 'Time fpr Old Joe to retire in silence CC to Nancy Pelosi and Bernie Sanders please Thanks',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Sometimes I just want to wake up with clear skin and a Hillary Clinton mugshot',\n",
       " 'RT Here s another reminder During the debates there was much outrage that Hillary Clinton had possibly been given the quest',\n",
       " 'RT These people called Hillary Clinton a fucking criminal Smh Hillary Clinton blamed for Bill Clinton resume Hillary Clint',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Mueller targets Trump but ignores evidence fingering Hillary Clinton',\n",
       " 'RT Mueller targets Trump but ignores evidence fingering Hillary Clinton',\n",
       " 'RT Mueller targets Trump but ignores evidence fingering Hillary Clinton',\n",
       " 'RT Fun fact Hillary Clinton s Senate mentor filibustered the Civil Rights act',\n",
       " 'Would the same standard apply to Hillary Clinton',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Your periodic reminder that Hillary Clinton sat for 11 hours of televised grilling and didn t get to pick the question',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT I voted for the rightful president Hillary Clinton And I m damned proud of it',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Remember when Trump warned us that if Hillary won everyone in the administration would be too busy dealing with the Cli',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT TrumpTweet We already have a smocking gun about a campaign getting dirt on their opponent it was Hillary Clinton How',\n",
       " 'RT Your periodic reminder that Hillary Clinton sat for 11 hours of televised grilling and didn t get to pick the question',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Your periodic reminder that Hillary Clinton sat for 11 hours of televised grilling and didn t get to pick the question',\n",
       " 'RT Then why are u calling it a witch Hunt and trying to stop the investigation How dumb do u think we are',\n",
       " 'RT Then why are u calling it a witch Hunt and trying to stop the investigation How dumb do u think we are',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT Jokowi is learning from Hillary Clinton s defeat To beat an uprising populism you need to shut down your enemy s biggest na',\n",
       " 'RT Former Clinton Secret Service Agent Spills On Hillary s Vile Language Hatred For Men And Unfitness As Leader',\n",
       " 'RT Happening now The Russia Hoax the illicit scheme to clear Hillary Clinton amp frame Donald Trump',\n",
       " 'RT DeMore1 Why Won t The White House Take Me Seriously CryBabyAcosta Hush Little Jimmy Don t You Cry Hillary Clinton Will',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT GRAPHIC Hillary Clinton just made a mistake',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'Hillary is a criminal that will never be Prosecuted She is laughing all the way to',\n",
       " 'How is it that Hillary Clinton managed to testify under oath for 11 hours without fa',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Well we re enjoying a hell of a lot more success than Hillary Clinton and the did in 2016 But thanks for',\n",
       " 'RT Era una conspiraci n mundial del FMI Hollywood Obama el Mossad Planned Parenthood Hillary Clinton Amnesty International',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'manifesto Hillary Clinton very proud of Foundation s work in Colombia Bill amp Hillary C',\n",
       " 'RT GRAPHIC Hillary Clinton just made a mistake',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Here s another reminder During the debates there was much outrage that Hillary Clinton had possibly been given the quest',\n",
       " 'Then what are you so fucking afraid of Sit down with Mueller and have that interview unless you are just blowin',\n",
       " 'Then what are you so fucking afraid of Sit down with Mueller and have that interview unless you are just blowin',\n",
       " 'RT The Hillary Clinton team PAID FOR INFORMATION FROM KREMLIN CONNECTED SOURCES This is an irrefutable fact that the clowns in',\n",
       " 'RT I agree He should be disbarred for his unsubstantiated personal assaults on Hillary',\n",
       " 'RT Hillary Clinton was investigated 40 times Hillary Clinton testified in congress for 30 hours Hillary Clinton was deemed a',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'I have a photo showing Hillary Clinton meeting with a Russian agent I will post it after I have r',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Bwahahahaha did Hillary fix the election so you could win and then frame you so you would be investigated WHAT ARE Y',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT Mueller targets Trump but ignores evidence fingering Hillary Clinton',\n",
       " 'RT Mueller targets Trump but ignores evidence fingering Hillary Clinton',\n",
       " 'RT Mueller targets Trump but ignores evidence fingering Hillary Clinton',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'Then tell me WHY is legal team is even considering allowing Crooked RobertMueller to interview him It i',\n",
       " 'Then tell me WHY is legal team is even considering allowing Crooked RobertMueller to interview him It i',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT You Democrats are crazy you still going with Bernie Sanders the chicken man the crazy man or crooked Hillary So crook',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Your periodic reminder that Hillary Clinton sat for 11 hours of televised grilling and didn t get to pick the question',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'This attitude of trying to attack amp erase millions of people who voted for Bernie is literally why we have Trump as',\n",
       " 'Hillary s slush fund AKA the Clinton foundation And yes he went along with the DNC givi',\n",
       " 'RT GRAPHIC Hillary Clinton just made a mistake',\n",
       " 'RT Sometimes I just want to wake up with clear skin and a Hillary Clinton mugshot',\n",
       " 'RT That fake tough guy role plays on Twitter and in front of his lemming at Trump rallies won t work with',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'It would only work if trump said something positive about minorities or Hillary Clinton',\n",
       " 'RT Here s another reminder During the debates there was much outrage that Hillary Clinton had possibly been given the quest',\n",
       " 'I hope her jail time is not too short before the gallows an appropriate amount of time to think',\n",
       " 'RT Hillary and Socks Rodham Clinton at the White House December 1995 InternationalCatDay2018',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump Announces Russia Collusion 100 Real But It Came from Clinton Camp provable fact that Hillary Clinton s camp',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT Not to rain on anyone s parade but Musk Will see the long arm of the law right after Hillary Clinton He will suffer no',\n",
       " 'But Funny how You dont say anything about the Real Racist Hillary Clinton who called Black Teens super predators an',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'This is the exact stunt that Trump and Putin pulled with Sanders and Hillary Clinton right before election Trump',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Your periodic reminder that Hillary Clinton sat for 11 hours of televised grilling and didn t get to pick the question',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Era una conspiraci n mundial del FMI Hollywood Obama el Mossad Planned Parenthood Hillary Clinton Amnesty International',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Maybe Ocasio Cortez will wake up and become a leader in the Hillary Clinton style She needs to read more l',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Era una conspiraci n mundial del FMI Hollywood Obama el Mossad Planned Parenthood Hillary Clinton Amnesty International',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'Hillary Clinton Devils judgment',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Fun fact Hillary Clinton s Senate mentor filibustered the Civil Rights act',\n",
       " 'RT Let s make history President Obama and Secretary of State Hillary Clinton endorsed Stacey Adams Register Volunteer V',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'Benghazi Investigation amp Secretary Hillary Clinton took 31 Months House Select Committee May 2014 Final Report',\n",
       " 'RT Everything this dude he quoted says is a lie Same guy also said Barack Obama is a compulsive sociopathic liar and undocume',\n",
       " 'RT Everything this dude he quoted says is a lie Same guy also said Barack Obama is a compulsive sociopathic liar and undocume',\n",
       " 'Whitewater Investigation Including Pres Bill amp Hillary Clinton s Possible Involvement That Was Disproven amp Clinton',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT GRAPHIC Hillary Clinton just made a mistake',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT When Will Hillary Clinton be Arrested Weird Question but There is a Purpose for this Poll',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Here s another reminder During the debates there was much outrage that Hillary Clinton had possibly been given the quest',\n",
       " 'The FBI caused Giacalone to retire when the agency stopped investigating Hillary Clinton according to Judge Andrew',\n",
       " 'Lein MISOGYNY continues to win just ask Hillary Rodham Clinton',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'This is trash Hillary Clinton talked policy on dozens of issues you just weren t listening',\n",
       " 'RT GRAPHIC Hillary Clinton just made a mistake',\n",
       " 'Hillary Clinton And The Raiders Of The Lost Presidency',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'Hillary Clinton testified before a hostile Congres',\n",
       " 'RT Hillary Clinton was investigated 40 times Hillary Clinton testified in congress for 30 hours Hillary Clinton was deemed a',\n",
       " 'RT Hillary Clinton Destroying evidence since 1988',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Even though the birth certificate issue originated with Hillary Clinton',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT When Will Hillary Clinton be Arrested Weird Question but There is a Purpose for this Poll',\n",
       " 'If you all think back it was Bill Clinton who STARTED the birther during Hillary s primary with Obama Other ppl',\n",
       " 'Resist Hillary WomanCard Dems tell the Prince and his captains so So the old gentleman came up BLM BLM',\n",
       " 'RT 8Letters to Hillary Clinton s campaign from FusionGPS collusion with Russians CrookedHillary Hillary DNC Hannity I',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT When Will Hillary Clinton be Arrested Weird Question but There is a Purpose for this Poll',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Do you have any idea of how this man could completely blow the lid off of the Russian collusion narrative and Hillary Clin',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton And The Raiders Of The Lost Presidency',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'We re approaching the anniversary of our PresidentialElection where Hillary Clinton defeated by o',\n",
       " 'RT If Donald Trump had done what Hillary Clinton has gotten away with he d have been impeached and removed alre',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Your periodic reminder that Hillary Clinton sat for 11 hours of televised grilling and didn t get to pick the question',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'Stop calling Melania First Lady Call Bill Clinton First Gentleman Hillary Clinton not Dotard Dr',\n",
       " 'RT Cities With Massive Foreign Populations Went Strongest For Hillary Clinton In 2016 No Surprise Here BluestarZone',\n",
       " 'RT Retweet if you believe Hillary Clinton is the most prolific serial killer in the history of America',\n",
       " 'RT Hillary Clinton Destroying evidence since 1988',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'Thanks to for pointing out CNN s interview with Ocasio Cortez gt gt gt If you don t get this nuance yo',\n",
       " 'Thanks to for pointing out CNN s interview with Ocasio Cortez gt gt gt If you don t get this nuance yo',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'Do you even realize how ridiculous that sounds This statement suggests Hillary colluded to LOSE the election Yet',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT In case you watch Fox news here s a reality update Trump will NEVER interview with Mueller Unless he s Subpoenae',\n",
       " 'RT In case you watch Fox news here s a reality update Trump will NEVER interview with Mueller Unless he s Subpoenae',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Antifa Professors get the same legal scrutiny as Hillary amp Bill Clinton',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Dr Robert Epstein says Google helped shift 2 to 3 million votes in Hillary Clinton s favor with bias search algorithms',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'Aug 7 must have attended the Hillary Clinton School of Business He majored in How to make yourself l',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'boo94 That s because the supporters of Hillary Clinton are terrorist Plus these people don',\n",
       " 'RT Your periodic reminder that Hillary Clinton sat for 11 hours of televised grilling and didn t get to pick the question',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Braindead Rosie O Donnell claims Trump rallies are filled with paid attendees She s right Hillary Clinton operatives we',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT You Democrats are crazy you still going with Bernie Sanders the chicken man the crazy man or crooked Hillary So crook',\n",
       " 'RT Everything this dude he quoted says is a lie Same guy also said Barack Obama is a compulsive sociopathic liar and undocume',\n",
       " 'RT Everything this dude he quoted says is a lie Same guy also said Barack Obama is a compulsive sociopathic liar and undocume',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'Hey buddy It was because of the dossier and it was done before the election paid for by Hillary Cli',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'Listen and enjoy as admits that the MSM is controlled by wealthy people and is totally bia',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Hillary Clinton was investigated 40 times Hillary Clinton testified in congress for 30 hours Hillary Clinton was deemed a',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton was investigated 40 times Hillary Clinton testified in congress for 30 hours Hillary Clinton was deemed a',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT A story I uncovered for this dive into nearly two decades of anti trafficking politics in 2015 Hillary Clinton told a pr',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Do you even realize how ridiculous that sounds This statement suggests Hillary colluded to LOSE the election Yet yo',\n",
       " 'tarded You know who ISN T under investigation for collusion with a foreign enemy Hillary Clinton',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton was investigated 40 times Hillary Clinton testified in congress for 30 hours Hillary Clinton was deemed a',\n",
       " 'Hillary s Epiphany to save save her Presidential aspirations was to obstruct justice protecting pedophiles worki',\n",
       " 'RT Dr Robert Epstein says Google helped shift 2 to 3 million votes in Hillary Clinton s favor with bias search algorithms',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'Hillary Clinton was a disaster for women She s a doormat Bill has HUMILIATED her f',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'ICE Employee Fired After Spending Her Workdays Promoting Hillary Clinton',\n",
       " '00001 John McCain Lindsey Graham Hillary Clinton would be the first names to enter ones head',\n",
       " 'RT AMAZON ALEXA Hillary Clinton had Vince Foster killed VIDEO I hope they don t remove it',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT Hillary Clinton endorsements did better than Bernie Sanders endorsements',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT You ll recall Kevin McCarthy said on national television the Benghazi select committee was concocted to damage Hillary Cli',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'resists who Hillary Clinton was life long friend with R',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'Hillary Clinton lying for 13 minutes straight via RT',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'Is it true she has Hillary Clinton tattoed on her left arm',\n",
       " 'RT Who the fuck are these Green Party voters Really In 2018 you ask The Green Party is really Russian operatives pai',\n",
       " 'RT 64 Within 48 hours Hillary Clinton was mentioning Seth Rich s name on the Campaign Trail When Hillary Clinton menti',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT Pi Donnie there has been no evidence Me sure there has Donnie where Me shows him his own TL Donnie But Hillary',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT I agree He should be disbarred for his unsubstantiated personal assaults on Hillary',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'Mark Levin Hillary Paid for a Warrant to Spy on Trump Campaign',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'It would be nice if we had a President that sounded like Hillary Clinton but you conspi',\n",
       " 'RT JW s court battles forced the release of 281 pages of emails Hillary Clinton sent amp received on her unsecured non state',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT Your periodic reminder that Hillary Clinton sat for 11 hours of televised grilling and didn t get to pick the question',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Happening now The Russia Hoax the illicit scheme to clear Hillary Clinton amp frame Donald Trump',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Mr Hillary Clinton is banned from the NH annual Dem party dinner They changed the name from the Clinton Kennedy fundrai',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton laundered campaign funds through a law firm to purchase Russian intelligence from a foreign national w',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'Here you go Bryan again still was bought and paid for by Hillary Clinton and the DNC that s a fact',\n",
       " 'RT My book is out today in bookstores The Russia Hoax The Illicit Scheme To Clear Hillary Clinton And Frame Donald Trump',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Jokowi is learning from Hillary Clinton s defeat To beat an uprising populism you need to shut down your enemy s biggest na',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Hillary Clinton is a LIAR RETWEET if you agree LockHerUp WalkAway',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Cities With Massive Foreign Populations Went Strongest For Hillary Clinton In 2016 No Surprise Here BluestarZone',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT Your periodic reminder that Hillary Clinton sat for 11 hours of televised grilling and didn t get to pick the question',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Then why are u calling it a witch Hunt and trying to stop the investigation How dumb do u think we are',\n",
       " 'RT Then why are u calling it a witch Hunt and trying to stop the investigation How dumb do u think we are',\n",
       " 'Leavitt 1 2 As much as I know amp agree Hillary Clinton was infinitely qualified in almost every measure to be',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Thanks to for pointing out CNN s interview with Ocasio Cortez gt gt gt If you don t get this nuance you don t',\n",
       " 'RT Thanks to for pointing out CNN s interview with Ocasio Cortez gt gt gt If you don t get this nuance you don t',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton was investigated 40 times Hillary Clinton testified in congress for 30 hours Hillary Clinton was deemed a',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'Obama was a good speaker n defeated Hillary Clinton 2 major likes I think he tried 2 do what he thought was best',\n",
       " 'Why does the media paint Hillary as a Saint and Trump as a devil',\n",
       " 'RT ICE Employee Forced Out for Using Position To Campaign for Hillary Clinton',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT We already have a smoking gun about a campaign getting dirt on their opponent it was Hillary Clinton How is it OK f',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton endorsements did better than Bernie Sanders endorsements',\n",
       " 'RT Era una conspiraci n mundial del FMI Hollywood Obama el Mossad Planned Parenthood Hillary Clinton Amnesty International',\n",
       " 'RT Let s make history President Obama and Secretary of State Hillary Clinton endorsed Stacey Adams Register Volunteer V',\n",
       " 'RT JW s court battles forced the release of 281 pages of emails Hillary Clinton sent received via her unsecured non state d',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT Hillary Clinton lost BetterThanILoveYouIn3Words',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'This is great news Now you can stop worrying innocent people always want to help clear their nam',\n",
       " 'DOJ Just Offers Hillary Clinton Plea Deal via',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'm856 Now do crooked',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'Feinstein employed a Chinese mole for 20 years and Hillary and Obama signed off on sendin',\n",
       " 'RT JW s court battles forced the release of 281 pages of emails Hillary Clinton sent amp received on her unsecured non state',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT In case you watch Fox news here s a reality update Trump will NEVER interview with Mueller Unless he s Subpoenae',\n",
       " 'RT In case you watch Fox news here s a reality update Trump will NEVER interview with Mueller Unless he s Subpoenae',\n",
       " 'Tal cual Hillary Clinton As es el progre',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT 5WordWishForTheFuture Hillary Clinton President Obama VP',\n",
       " 'You mean someone like Hillary Clinton',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'That sounds like the threat they issued on Hillary Clinton just before the DNC was hacked',\n",
       " 'RT DeMore1 Why Won t The White House Take Me Seriously CryBabyAcosta Hush Little Jimmy Don t You Cry Hillary Clinton Will',\n",
       " 'RT Also the same Russians who tried to get Trump elected had first tried to help Sanders defeat Hillary Clinton in the 20',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'Hillary Clinton 65 844 610 votes Donald Trump 62 979 636 votes Difference HRC by 2 864 974 legitimate votes',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT JW s court battles forced the release of 281 pages of emails Hillary Clinton sent amp received on her unsecured non state',\n",
       " 'RT You ll recall Kevin McCarthy said on national television the Benghazi select committee was concocted to damage Hillary Cli',\n",
       " 'And Sara Dejong too and Hillary Clinton super predators If applied fairly as many people on',\n",
       " 'I liked a video DOJ Just Offers Hillary Clinton Plea Deal',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Do y all think Hillary Clinton is still chillin in Cedar Rapids',\n",
       " 'RT Do y all think Hillary Clinton is still chillin in Cedar Rapids',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Dr Robert Epstein says Google helped shift 2 to 3 million votes in Hillary Clinton s favor with bias search algorithms',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Cities with Massive Foreign Populations Went Strongest for Hillary Clinton in 2016 via',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT Watch Amazon Alexa Claims Hillary Clinton Killed Vince Foster dv',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Happening now The Russia Hoax the illicit scheme to clear Hillary Clinton amp frame Donald Trump',\n",
       " 'is Mr McGoo Rudy still licenced or are we assuming he is I kn',\n",
       " 'is Mr McGoo Rudy still licenced or are we assuming he is I kn',\n",
       " 'is Mr McGoo Rudy still licenced or are we assuming he is I kn',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Collusion with Russia was very real Hillary Clinton and her team 100 colluded with the Russians and so did Adam Sc',\n",
       " 'DOJ Just Offers Hillary Clinton Plea Deal',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'Conversations about Sandy Hook being a government conspiracy Hillary Clinton running a child sex ring or the',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT GRAPHIC Hillary Clinton just made a mistake',\n",
       " 'RT Well we re enjoying a hell of a lot more success than Hillary Clinton and the did in 2016 But thanks for',\n",
       " '5WordWishForTheFuture Lock Hillary Rodham Clinton up',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT Sigh And if u didnt get why this is important think who benefits It s not like Trump is going there for free Trump s',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'It s like every democrat and Hillary Clinton',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Hillary Clinton And The Raiders Of The Lost Presidency',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Sometimes I just want to wake up with clear skin and a Hillary Clinton mugshot',\n",
       " 'RT JW s court battles forced the release of 281 pages of emails Hillary Clinton sent received via her unsecured non state d',\n",
       " 'RT The Hillary Clinton team PAID FOR INFORMATION FROM KREMLIN CONNECTED SOURCES This is an irrefutable fact that the clowns in',\n",
       " 'RT LAST WEEK AFTER SANDERS ENDORSES and appropriates Kamala Harris s years long work Bernie Sanders is the REAL Democratic Par',\n",
       " 'RT GRAPHIC Hillary Clinton just made a mistake',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT These people called Hillary Clinton a fucking criminal Smh Hillary Clinton blamed for Bill Clinton resume Hillary Clint',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT QAnon Winning WWG1WGA POTUS Hillary has not been arrested yet but when she is arrested and locked up in Guantana',\n",
       " 'RT Everything this dude he quoted says is a lie Same guy also said Barack Obama is a compulsive sociopathic liar and undocume',\n",
       " 'RT Everything this dude he quoted says is a lie Same guy also said Barack Obama is a compulsive sociopathic liar and undocume',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'Hillary Clinton paid for the dossier The dossier was used in a FISA court The FISA court issued survei',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Wait So Hillary Clinton and the DEMs colluded with Russia to HELP Trump win Who knew',\n",
       " 'RT Rep Stephen Lynch Destroys Republicans for holding 100 hearing into Hillary Clinton s email server AND Only 2 on Russi',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'Release the last 20 years of your taxes Bet they show Russian gave you lots of money Now you re an asset to an aut',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT I m probably the most transparent person in public life Hillary Clinton',\n",
       " 'RT Your periodic reminder that Hillary Clinton sat for 11 hours of televised grilling and didn t get to pick the question',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT These people called Hillary Clinton a fucking criminal Smh Hillary Clinton blamed for Bill Clinton resume Hillary Clint',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT DeMore1 Why Won t The White House Take Me Seriously CryBabyAcosta Hush Little Jimmy Don t You Cry Hillary Clinton Will',\n",
       " 'RT Why does the name Nancy Pelosi the name Hillary Clinton the name Dianne Feinstein the name Kamala Harris',\n",
       " 'Why in Hell isn t Hillary Clinton in Jail for her treasonous actions and crimes against the USA amp PPL Wheres USAG Sessions',\n",
       " 'RT GRAPHIC Hillary Clinton just made a mistake',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'Longtime Trump adviser Roger Stone sought Hillary Clinton emails from Julian Assange records show',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton was investigated 40 times Hillary Clinton testified in congress for 30 hours Hillary Clinton was deemed a',\n",
       " 'RT The Hillary Clinton team PAID FOR INFORMATION FROM KREMLIN CONNECTED SOURCES This is an irrefutable fact that the clowns in',\n",
       " 'RT GRAPHIC Hillary Clinton just made a mistake',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT GRAPHIC Hillary Clinton just made a mistake',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Was Don Jr expecting Hillary Clinton emails in the Trump Tower meeting as who has now blocked me on he',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT JW s court battles forced the release of 281 pages of emails Hillary Clinton sent received via her unsecured non state d',\n",
       " 'ooooo ew Hillary s gonna be trouble DontMessWithTrump',\n",
       " 'RT Sacrebleu While I love Carrie Fisher and am SHOCKED she doesn t have a star already I think giving Hillary Clinton that spot',\n",
       " 'RT So you re saying Don Jr and Paul Manafort worked for Hillary Clinton Dude',\n",
       " 'RT Era una conspiraci n mundial del FMI Hollywood Obama el Mossad Planned Parenthood Hillary Clinton Amnesty International',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'Alexandria Ocasio Cortez is closing the gap with Hillary Clinton as the person I can t stand the most',\n",
       " 'RT The real question isn t what Trump knew about the Trump Tower meeting but what Hillary Clinton s team knew about the meeting',\n",
       " 'RT Yes Mr President the collusion was from the Hillary camp KAG',\n",
       " 'Hillary Clinton will be arrested between 7 45 AM 8 30 AM EST on',\n",
       " 'RT Rep Stephen Lynch Destroys Republicans for holding 100 hearing into Hillary Clinton s email server AND Only 2 on Russi',\n",
       " 'RT Jokowi is learning from Hillary Clinton s defeat To beat an uprising populism you need to shut down your enemy s biggest na',\n",
       " 'RT What happen to McCabe Comey Brennan Clapper Hillary Strzok all lied under oath leaked information What happen to',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Your periodic reminder that Hillary Clinton sat for 11 hours of televised grilling and didn t get to pick the question',\n",
       " 'THERUSSIAHOAX The Russia Hoax The Illicit Scheme to Clear Hillary Clinton and Frame Donald Trump by Gregg Jarrett HOAX',\n",
       " 'RT Dr Robert Epstein says Google helped shift 2 to 3 million votes in Hillary Clinton s favor with bias search algorithms',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT I m probably the most transparent person in public life Hillary Clinton',\n",
       " 'Because what Democrats and Hillary wanted all along was to make sure Donald Trump became President This man make',\n",
       " 'You openly admitted that your son met with Russians to get dirt on Hillary Clinton l',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'Democrats are dirty why not go after them namely Hillary Clinton McCain Mueller',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT We ve identified 23 Republican congressional districts in which Hillary Clinton defeated Donald Trump in the 2016 gener',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT The trial of Paul Manafort does not erase the crimes of Hillary Clinton It only demonstrates the principle of unequal',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " 'RT 3 years ago the story was A socialist will never get more than 5 anywhere outside of Vermont Now if socialists don t',\n",
       " 'RT Trump just tweeted Hillary Clinton amp the Democrats colluded w the Russians to fix the 2016 election Can any Trump sup',\n",
       " 'RT Blah blah blah Hillary is crooked blah blah blah No Collusion blah blah blah I have a micropenis blah blah blah',\n",
       " 'RT When Will Hillary Clinton be Arrested Weird Question but There is a Purpose for this Poll',\n",
       " 'RT DeMore1 Why Won t The White House Take Me Seriously CryBabyAcosta Hush Little Jimmy Don t You Cry Hillary Clinton Will',\n",
       " 'RT BREAKING Bob Mueller has now confirmed that Hillary Clinton met with a Russian agent during the 2016 election Here s',\n",
       " 'RT I ve identified 23 Republican districts in which Hillary Clinton defeated Donald Trump in the 2016 general election Prime',\n",
       " 'RT When the liberal media starts pretending to care about Hillary Clinton s team payments for information from Kremlin connected',\n",
       " 'RT Hillary Clinton is going to jail That s all QAnon wwg1wga thegreatawakening greatawakening pizzagate Pedogate htt',\n",
       " ...]"
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